{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "基于此文章修改：[深度学习笔记19_卷积神经网络数据可视化_热力图](http://m.vlambda.com/wz_wEQgnsnvhw.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From c:\\users\\cytor\\appdata\\local\\programs\\python\\python37\\lib\\site-packages\\tensorflow_core\\python\\compat\\v2_compat.py:65: disable_resource_variables (from tensorflow.python.ops.variable_scope) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "non-resource variables are not supported in the long term\n"
     ]
    }
   ],
   "source": [
    "import tensorflow.compat.v1 as tf\n",
    "from tensorflow.keras import backend as K\n",
    "from tensorflow.keras.preprocessing import image\n",
    "from tensorflow.keras.models import load_model\n",
    "tf.disable_v2_behavior()\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From c:\\users\\cytor\\appdata\\local\\programs\\python\\python37\\lib\\site-packages\\tensorflow_core\\python\\ops\\resource_variable_ops.py:1630: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "If using Keras pass *_constraint arguments to layers.\n"
     ]
    }
   ],
   "source": [
    "# 载入模型\n",
    "model = load_model('./model/j.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_path = './pics/cat/3.jpeg'\n",
    "img = image.load_img(img_path,target_size=(224,224))\n",
    "# 转化为形状为 (224, 224, 3) 的float32 格式的 Numpy 数组\n",
    "x = image.img_to_array(img)\n",
    "# 添加一个维度，将数组转换为(1, 224, 224, 3) 形状的批量\n",
    "x = np.expand_dims(x,axis = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted: [[1. 0.]]\n"
     ]
    }
   ],
   "source": [
    "preds = model.predict(x)\n",
    "print('Predicted:',preds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 使用 Grad-CAM 算法\n",
    "#预测向量中的cat元素\n",
    "cat_output = model.output[:, 1]\n",
    "\n",
    "#得到指定层的输出特征图，这是model最后一个卷积层\n",
    "last_conv_layer = model.get_layer('conv2d_4')\n",
    "\n",
    "# 得到cat在conv2d_4输出特征图的梯度\n",
    "grads = K.gradients(cat_output,last_conv_layer.output)[0]\n",
    "\n",
    "#（64，）的向量，每个元素是特征图通道的梯度平均大小\n",
    "# K.mean()在给定轴上求张量元素之均值 -> pooled_grads的shape变成了(64, )\n",
    "pooled_grads = K.mean(grads, axis=(0, 1, 2))\n",
    "\n",
    "#访问pooled_grads：对于给定的样本图像，pooled_grads和max_pooling2d_2层的输出特征图\n",
    "# K.function(input,output)，这里的input是输入至神经网络的图像，output是梯度平均大小（shape是64,_）和最后一个卷积层的输出（shape是10x10x64）\n",
    "iterate = K.function([model.input],\n",
    "                     [pooled_grads, last_conv_layer.output[0]])\n",
    "\n",
    "pooled_grads_value, conv_layer_output_value = iterate([x])\n",
    "\n",
    "# 将特征图数组中的每个通道*这个通道对“cat”类别的重要程度。\n",
    "for i in range(64):\n",
    "     conv_layer_output_value[:, :, i] *= pooled_grads_value[i]\n",
    "\n",
    "#得到特征图的逐个通道平均值即类激活热力图    \n",
    "heatmap = np.mean(conv_layer_output_value, axis=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 1.9419935  2.1079903  2.381991   3.3501601  4.7564497  5.6040573\n",
      "   5.5013676  4.514909   4.174101   7.4194684]\n",
      " [ 2.6583343  3.098981   4.367697   5.689177   7.6865287  8.470812\n",
      "   8.87501    6.9846845  5.166207   6.9836307]\n",
      " [ 3.6487985  4.466014   6.4438124  8.334763  11.020939  12.264799\n",
      "  12.40122    9.903153   7.340491   6.137616 ]\n",
      " [ 3.8277512  5.6008596  8.4065    12.193434  14.71369   16.43206\n",
      "  16.02172   13.130504  10.046267   6.979317 ]\n",
      " [ 3.9336421  5.5151978  8.693739  13.538984  16.331764  17.828234\n",
      "  17.5314    15.11203   12.150461   9.255333 ]\n",
      " [ 4.1083784  5.8107796  8.018304  12.702428  15.878545  17.238728\n",
      "  16.820292  15.1455765 13.199312  10.882049 ]\n",
      " [ 4.5169907  6.6250434  8.781002  11.876038  14.399382  15.443603\n",
      "  15.299728  14.628235  13.184534  12.020959 ]\n",
      " [ 4.849846   7.2720027 10.479752  12.648958  14.225651  14.550349\n",
      "  14.438053  14.199314  13.267286  12.426075 ]\n",
      " [ 5.066951   6.7252502  9.979606  12.58285   13.984168  13.9501\n",
      "  14.255171  14.069586  13.854632  11.751125 ]\n",
      " [ 4.68428    5.0653043  7.411916  10.174677  12.573143  13.472415\n",
      "  13.360339  13.755084  13.141182   8.862519 ]]\n"
     ]
    }
   ],
   "source": [
    "print(heatmap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制热力图\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "heatmap = np.maximum(heatmap, 0)\n",
    "heatmap /= np.max(heatmap)\n",
    "plt.matshow(heatmap)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 最后，我们可以用 OpenCV 来生成一张图像，将原始图像叠加在刚刚得到的热力图上\n",
    "import cv2\n",
    "img = cv2.imread(img_path)\n",
    "heatmap = cv2.resize(heatmap, (img.shape[1], img.shape[0]))\n",
    "heatmap = np.uint8(255 * heatmap)\n",
    "# 将热力图应用于原始图像\n",
    "heatmap = cv2.applyColorMap(heatmap, cv2.COLORMAP_JET)\n",
    "# 这里的 0.4 是热力图强度因子\n",
    "superimposed_img = heatmap * 0.4 + img\n",
    "cv2.imwrite('heatmap.jpg', superimposed_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XhrYG3N44GjMLZOSXTMvOlvfQJ4YgmpjGMSA3KeJ3oD0SELERtxKLBI/4HmuNhNBUu6BJyKIg8XyWubIyIytIgRFlFYPZ0eTc1Xs0O9PVRE6ZZ89vGKaEiL/DafxVjffC4FWV66urXeCyruslx+gepEkLMi13mKzAzXHCVXYjV9H9te8/42ZtsVwphW++/Irj0yeRQ+cSU4WQQvd8/e7oezyvGuqmmIwdwpp1QuZRihDAueSSt+N0rwzsROD22fJI+PLt8ThtuKMOt67Ms+AQNAxJTJDU48+klJwYxhHXyIPX1qhWOV4dcXGGaUBTcBWO71xJo5NkPetgZkh3e+fzOVKfORaXUgqn8ykW5bryf/zub/N7/+yfkJPwxWd/yo8//XWePHlBs4ZLaCUkBRJLbPep7KlM6NfSc97zPAeJ6hGjJ3fqWhlL4eHhgUNPo2Z9N7+vnah7/C+nTOqIsNYGEs/7sXLN3d9RGoaB+/6Z3fn38/UiO8GHRL7dXGCNUIKOMUpW7u/uIqxQx5Px5OnEdD0yHQfKFIvaQGKaJugirZwz63fYzV9mvBcGnzQxdFjZWqMuS0wwd0pfOacxVHW76q17dxNgE0wE9u5Grp15vbC8ItLjUeN8d8eUM8M47t4qbTnhb40t3+6d4NEe+2pSzPtClIMl3khE69xA5K/DCJ1g5N8x7E7nSucNNtjtxOeaO/5IDbe2SAMaYfCtrgG7cywYmpWUU3hjAZJwbhEqGXFOx+mawzGuu1ljbWuo8mzLxTtIKPU2peDdw92uKVjbuqe/tvfGw0i1yv/yP/3P/OHv/VNurgdePHlB88bru1dUc8abJ+QSefBqDU3pkbPV/b61GrG7u7M6kKCpk6zDpWaUFCq766vjxZMTBg1doGNg/RqaN1JJ3UPHPc9DBiKjsRl4oAxiMb3EZ7hZ/PNNvxFhRB4ynoTFjKYp1JetL1ytYjTyILSlMZ9ucbFQ1iXlMI2BnEa5kJO57BqFMuR9MQqlJ8FzucWcx3E3inw77/79iOC9MHh3Z51nlm7oW2qJnt8M5nUI+J4zO+hMnbTyyw3j0SrduqTT3UMAIhfV3DzPvHz5kn/l009JXUV3ycP39EifjbNd0nLV7R1bdfHdRh57chXF9ni1LzyPpahd1rodp0z9oQm7QYVCTnlYlvg7dZa27HJYa0bq3jzlmMy5ZPIYjzWgfQWBMhaO07ifQ20Vw2geC8HSllDdteB81PvC1qGl9wUABS3dIya5KN5EWG3ljz/7I/7Nv/Nv8dd+7VMOQ+Hq6op1qbw+veb51UQpY2cfCZVGf1bLOnetRcVbI+0eNmSu81oZEbIIQzfc1inL1EMw2QoO+rmLC9Ya6h29SWKT5ooLzWyPAL2LkLQjs00hudVgdJ7vggS2zIYIZMWqsXrDrTF3OTiyMtXC2macSsogyWPRvZoYxkRKTu5Eas6hFdic2uNUca0VR0kS11KGsmtQ/iLjvTB43JBmDJr2+DnnSB0N28WnFDJYa+/cCMOxfUUFty2vL2i9pHW035xNh3zoHuTuzVue3tygEqkxb4b1ibgt8N69rwusHim4tGtdgjUXlT2GV4k4cSPbNqWdi+/HEpWLwQtRC9B/bxbnhkGrzrwJeTQhWXZhTdIUohivSAqWHoXVV0SF4TAwpjHOI4cRGOFFZ1v3SW5myCAondQrgqgH29/DEuHy2szCWHu24emTp/z0Zz/lt37rt/i7/96/y83VSPZKGTKejNPSGErm85df8utXIzllNCtrq9TOKVSP+7Odp3bupa41UM4Q2sQsyiFHVmUlMhUb7WDVdsQl/Zkc8iGUaR0F4OzMl2YlamhChJRUg2hLieoNbxEGmVWstsj5b6m4LPsxTZy5LdTVaEvl0ApIRWzl7XxiKcp0yByOIyU7h6sJ8xoINmWGEoTo43kd4sNIM5s5aTp2vUmv/egqwwZdB/IvN94Lg3dCdSY9XpmGIVRuqqQyBLwD6tojmc7mJkmEQsEQg6XncZd5ZkgJXx1XIXfWH1U8QfNKuiqs68r5PMOdc3N9xWGaQr3VYrVOOdNCBUDraZaBkPcim4cPLX7mkgffvN9WPLOz9I+JII04vHm7eP9dUxCw3Vvk4PV4jPNPzpRDJqsCzWZUwqtYDW1+GRPHaYoFIkcRz4Y0Wqt9RWysVvewgXTxapJC/DSUtJ+XZqitk3xFoRTclFJG8jRSzfjv/8v/kb/9d36DenqFr85HnzxH2spymilU7l/d8uSTH/Hm/AY/ZKbjkfl2QYEsSs6hQ9gEMHU9AyCDRLqKLo/OmYfWIj53xzZtssfCvKHDrJmcMuLdQWxim7Vd4nNTUif4wMMDa1QWMleUvkALWFKi1qEwlIJbJ+ta43x3CrHRusJ5ZdGGuJPVOBwGhnLhkCwXFjyMtghykC4CcwpKdkEbaAqhTkqCSMFc+oKUIOc9XVOQqPwTwV2R/wcBznth8CJwPB53OANhSJsBNHd0U+O543XzColqLeCOezCmKeE15J3DUDrTSdd6ekgjex6zUMgiLOczr16fsadPORymUERZo6mwuOEqUVm2ebc+jAsTb1lJ+SJ7fWzom1evte6VbFZtj8Mj5LhUuW1KuYiPlaZKykLqKVaXNXL1OA/nB8o4UMaBlBOHq0OQc1ZZ12Un9zaEsUF6ydKRUyxOUfzTYz/pMtDuxXPOXb6q6KiRWkoFLHGaz/zk//o9nv/uC76+fcmvPT3w4vkN8/mBm8PEfZ2ZTwvn04zevmbxRro6sHpDJO26hWYR79LTjHnM75Bt29wQEayFRxPXQFotILqKcpyOF8GO9XLpjUOxuG6he+ecLrku8UBa7lRfyf1Zphb6i5IjtEiS8CT42lg9NAq2Liy1Qu2E49wYxoHj8YhoQxWGHHG7pIRoiuKZLbffORNvDasgmrAWRO5+D1QjpYlFlV9rWF+tY+H2R79/zw1eVbk6HHa55hYbmfciD+sFHh3Ou0Qsva49jdQhexnHXQo75EySuMkB/XvOcstfe8Sxy/lMrZV1nTvhpWQtSM+j0sJgtBNo32bSpSuyNGlMIC7xunEheVwi/t5eb7JU715kE3aICsNU9kVDcmJBwot747SsiK2AkVPi2Q9eUIZhX2CWddkNO1jxXqCR035vVZVc0i7QEQkvs7H0EGIOzR2+jhmVRB4ymmGuFTKs1hifTPzkv/kJn/zaR+QiHItiNJ4+uSJLkJGmDRPjq5dfMcz3PPvkI7QoZg03xV0eZR1iDOOwT3Zg51/2cKIPb76HIjllVlsvbHoWfONgg8fdU13igpB4nHA3r1g1qq3QHjkeCHafmANrW7G64K3RzmsPv4yUO1cwDaEUbSuHoSCZ0OP338fCxSNU57TW55IJ6kE4R11E6kVB7BwTrdF6ckp0qzh08O8vmtnGe2HwwJ6CUw0hx+Nqqtoa6k4zi3RN/5t5qfvqH6WKaRfpuDukLjNVodWK5sxqjXU+dylrC6ImK4fhiof5zDiPHKa030j3FqjAnUTITR/n0zeixXp6bDNob76z6VtxSTAOvXY8EfE9G+nWYXXeJkMwsK02Vo/8s0swtNMU6qsyFnIupCHtbHuTxrzMcezu1SXFIlmmy8KgRS/owtteV71xDuM0kIYtpu915zlqAKQIS6vIMPAPf/cfcfonDzwvBzQLV1cTx0PheD3y8qsvaLriucEIbV64v1tZ2gOTTHF+2nBXclH8URptY/+BPSMgIoiFZFp7vaE3hxYrgLXIVoRnD5KllIuBRwSju4ffOd7+s851X4BrX1Skk3jmIQuuS2WtCywLYuGEMGPIgSbVAItw8DhNiDo5gQxhvDvhao4Y1NrwFFF4Hi9FXGkXSaX93+P8P+nC3ktWXLpL83cFXd8e74fBO1h/oMs8gzu15+JTCs/UoK/iaTfysRwA9omxfXYYh53l7+QqpCh0mJcFN6MQhTNl2JpiJIbDwNvzA+fWQoiyGloy1hVpeEz6PW/b43TDWJaV9rj6K0knfC7QXVJ4nncaTgAkZ8gxqdc672kkM0OL4Ek4Xh+YxkPE0Aq5s8iCMNeZaqGuQ0GykIdMmspu4I3w9tYXntwXHhOL6yA8eM4hxCk5BzOp4LkFAnCHZAHFs/DVmzf87v/wv/Hjv/EJtJUXz26CiR8Sqo2bp0fIzmzO3bog2qA5X371GeVQGMYjKRXGcdhDpd3g9wW3p6t6Qw3tLDV2Sb21md2D7+FK/y+pv7M4BHMfC29bO4PnMQk3uJ81YbUjNQvibj7NiAvn85miClZJkpimIYq9JJElQouNKC1jIiWDFAhz9sZQHU055sbaSOq0pVJIWIn7vxX5bIhGWqVGsoWUQ867ScF1dyEdzkuUCn/feC8MfoOSj2HbpiSbe/HK8KjLR+oTYl3eFaSEHvoS+zVxllpZLUQ8iIQUNyljb8LgIshYkBxQKx9H5ruZh/nM9fU1Ls6YQ6UW9ed594yGMZ/nXcE2r/Ml3vRukKlDNHrOlo2XaLsoR3HO6zkenEbhSB4yh6uJ6WrgcJiiPkCDo0TA+kMNStF2z5RzphwLuWSsI1aPOldqV9eZRzpvWyByybFIZt3jeo8UdXxHimdUW8Wt4V55sIZOmY//10+ZlxNjqiQ9BKwtgiRjPGRe3y2s2hhuRspQWFbjm2++5qNPP+bm+XNUMuSE2LtNR3ToLnaKH+nY01W9e5DXQFRmRtFpL6ZJ2htZdDY90HRIbr15Z/2DgRfpXT76ndyvF49OQV1q3Wqlthrem0Bd14cDCswP58goqTJ2ie4ovYPSlt0hiEAxZ6XBYqTVg5M5KmnIDEN5JxX37fEY7ezpQLmkoBHr31d47/Pw9Dw50GuZW3+4Eitah82wlWIC1nYN/SbE2cU1GKs1zj2vXz0qj1yFkjNZlFQNKRpkVA7jQATNBUyZ5xMvX7/k448/Dm9KxOSLVVqfdHQy0MRZrUYuvHv+nSTjQuKtNbrKmNmeWts4gSKBFKpVnj1/EmHKEHX9mmNyaEqsq9GFpHuOXKQvKj123/Lny7pinUtYLbTzqSS0KLlEakxTxJZlLHjpvsKNpj2hzZZTdpoGPnCLY3/+5g3XX97w+c++5sUnTxiPiTINXF+NzPPCUo0yXeP3sYipK29v3+DHiT/62Wccn37ElRY8DewF9Bt/86343UT21L37CimFArJEyKGjBnM/CDLI7vGNthN4u6TYA23RPXg4S8e71t7NWC2I1U0XIMSzvrm+CgJ5rSDC9ZNrvDaKpC7PVaSjlQgxNAx+q+TEqeYRmgyJfJVJ+VFZ8/fk1lV8z7tvBu+wI6AO9sPwf4ES970weHdnrQtCSAuvDoe9kcXSoolYa5c4c5PNDtO0S2NdgkyJstqVpa5oCc88agluRoTcY5+cS1c5HZAkrGaYRoqoHEOpdjqfeHN3y/PnTyM7gLPM86WMe8ujl8zx6ohZjQm0kXHm78hpyzjE7/qE0BSTLdjhxlAGynCDJGEocX6ujTR0I2gb7Lw8U99bqbAz3NZbgplG37zmjZVGGXv/vWkIj3SIKqy1V/E95iHalh/TmLio9bx8ivZjqnzx+5/zzcsvefHRM57c3NCaoVI4nVbOywOaEiaZMhxIbWFmZrw68uphZpE7bm9PHOwpkEMizcVzrWa7NHbrQgN0eW0s/mWQzkx3+E7ajXvLgLZWA8Z76A+q95ZW0tWMIpHvVg+FX4tYeG1h/K2LO47jiC8hCKprYygllLTNyaVQvBfU9FyHClHh9g5yMLYgU3ortFiwHX8k8VXYewhkLga813sI0TeiT8G9N8NmUPII+X5rvBcGjzuHIfqhhWRQUQm2fakz6xyTMKWMeKLkwjgcWVk4zaeQjdaKEDLYLKE4az1+DelkwPZpPJBK6mWP0bbIavAHCUHcmXKmDIUyFZa68vXrl1wfJqQZSWJ1JvfVuEQJ5uoVT0ITi5ZQCsNYKD2f3aictWFWUXW0GerKNA5cXV+xynVMIILZliQkAZNErRsRI1gOeOiyNZa0SJ+FjBtNyrzOrHWlTAMkIeXCcZwYx8KoypBDwGPFWWzBk3diykglyoYTQrUWuWwF1YyWhGnizXzL7bryz3/z9/j4o2ccdKSenavjkbEU3jycmSuc5xPVYRqv8AMNCGQAACAASURBVDrg14Xbtw94MrDMv/ijn9O+OvL0WWE8HtgLRjRq9TdlG8CgMVW1p7ByR1HWVpIURJxmlYTugplGQzVhLQzKe2wf3FZvgKFgNRaJ87x0aXYLFNhDxDSE09BxDM3AkLGlt8ZKwqCKt7qTg20n1CIlF7n84FhENKrgkvSmI6k/uxw59y7GUY3X4pA6ohySgAQjb1bRlIOdcO0hioUcScfvNbX3wuBTzgzTRG3OsszkNAJtb/pXEtF9Nl3kp8ty4rScWOvCUDLjEAxn6dDeWjSQzDlq5HOZoCglB6G31GBktw46mhX1EDa4G6iEx5WBh9M967oylgzWWwn3eHfrC9eskQ+FhCKee+jRuhw4KrFu71+BGTqEKOT6yRWKYF1P33r121AKgsf70j1sh//mUWYJ7IsZPS5HoNWGFmUaJyR3hj0nZMqUktAhmGWrXVbaZ4ARcDcPeRcF5alEeJVLh9kZF+H45Dmfn/6IRiKPR05L5YcvPuJwPHA2wSVBHnlydc3D6czL+wdWVyqR7lxcWVaDeWauDmlgadbLUre8fI/lO1dRXS7prCRIF8KIKLXCunnyOqPiYQhJdgY+cmpgcilRFhdabZzPJ9oaxqlZUFLHDGHASoiYFA3nubnSDkq25986b+Bd6edtW7glKvtyQhNMwwDJI4OQoiJQ0kWb/bg3wl4Su0nHH1XObdB+S/HRv/lREcCfG++FwTsezR2zgCWWzeOmhFmL8s4UTO66Rgy2LAvjYYxuIqI7o79Yb6AwFKZSGA8jmjJOCni75fU3WA2kIe9xdkoSLY1T9MjTkrh+cs357g47r9w8eRIM/KYDN4sy2ZLIvSWyW4tqrmHkfHpguV9AYDhEgU5OyjhEual59JiLZpRRaR3NurfYzDG17UYFCdcXiA3bW2ffHUeyMk5jeKFMxPASmavmrXsNixz1RoD1NlrVKyJd9KNBPEkuUbMuiZyiyk1ceHN34vrpC8bpCOtCc+FhaRRVpifPKOuCJuH+fsGJtKFYpozXDEfltFbe3J/5/OUrnn/0CWIlvBlEh+EcbF3rE1wRkMhHR3uprXkHkb5s8RlzJQFZAw08rnEgg52sI0Lb5bvugZKGoewmp5KCB+vIbyNpYQtxHt1/D24jQgfwXgiUcyjfkkShTjmUuLYUfzgUJSGoXqSxe18FeReZKxeDj2o+fYe8CyT0ONj77vF+GLxD7TXN1raGg70pAWHM9+f7S5pCBM2E9LB7AO0TfRPmSBIO49RVawlDmeczKgGxy+O0GF30sLHUGiooel+4myc3ZIH59MC8zkxliqaOJfqEN3eGw8jb0y3DmFGBh/MdpwWKJsaphG47BeROokhJ0QG2v7+FAgEBiVi/hdcdeuxPz89bJ84kRQEIefudUMYBPfSYeGuy0eWzW1FOyUqjEV1nGs3Du6ZxJPRawXRXC5M6Hq9ZasMQltWwlPn8q1fcPH3Oaa0cNHF3WsDgcJhoc7QYn4aCmpDTgBZYH06sq7J66QVB8MXLl/xNhGfXT7m9v8f7d49peFQQFQKYRhhoVu0GG568NVApCBXJI7JlJgRaPSN0L1wb83kOMk0Tt3d3JEkcj4foiLMsnVPRnTQWj27D0fXaWVul1Ya0UH0OnaGXrDtRbh7dfbIKQ4nahJxSLPLqnYgVmgXzP5ZDMPYiNI92bSl1tCkxD8dx7IpJwFsUDHnvjITgvhJ3QxHpqZzvGO+FwQedESWHqJHKgBvUFvnxdY5a6zJkxqEQzQWiEm6r/fYtHdYFDll711VCwNI7He658F1Pvf1I/YXS49bIf7vAMs9Mxwmzlbe3t5BgujnGmUtIT8/LmfFYuL19yzKfuXl6E/3G2fL1nV7KuhN5pvSdR8A0hEVeGyl1oQlOGoK936DpUtdoVd0VfmkYIu/c8/J5yFFrrsEbbJtdNOhVbvS6+Iol8L7CuBZqJ+bNPdJEpYuKJNKJcw2V3X1d+OqblxwOI4cxcVoWhmQ8f3rFfYXrMUXZ7nJmnRun08J5cdwLoKHiG53FnLUan33+BdP6nOpKrfG85Ngow3Tpf9ANXzqx2BxoLUpFLWC3oUxDRiJJHySkJ9xWagv9xS47bivTYaKkxJgLSROqUQkpHmXQW1GNm8Pay3aXGguGC0XTLpaa8ogtlXU+kzSRkzAMXdGooOq4r1GLnxJpjJbYuRjjmEMa6zFPUsmBDmQrzQpZtpZAiGUY3vXjG/EodPj3vqflREkliAZx4f503lf3SRPH8YgcIo+cssRqqnAcjjghgW0qaE5RfeWRlhu2zjWdNd8WB1GhPBYnbBAZegRkVItiGU+w2MKYEuM0cmgxWXRdyENmXlYWq+Qx4vfpauq7h4RMVzdIKc5YSheHXHTtJMLw3MPosb0wwkXIY8YfQcjD1YG2kXo5CK5Ntbcz7b3pp0hspmB9cbFe2qvuUDKxcYEikjpSIRo3QNdpg5GgwVyFpTbOa+NPvvia8+8IN+MRLcrVzVOeXE2k6YrqC29PM5MJN1dPePrkh/hwj795YLk9Y7awiFJL4nS6R1fnpz/7M354+tdIw2GXzr5pK8OYORwiW7H2FCu++THt0t3QaGgXnqw4bpW2Ntq6sJ7vO7EHA8pwPXKUIzjk7r1pex+jvY6itsDTbtFlNjaACJg+DANTGvrGHkJymO/vKCkxHScORNg2TAnNwdyLRlfilBNp0JB+Z0Ba31QlxEXSeadUNFSeGFioEf1RHF9bA49mIK4az5MgHFUuArBvj/fD4IlaazNjXSqgpK1YQ5SKM5TE8Wrct3IqJYdoA/atj0JHHmKapJH/1K2McLMZDRJlk5ECl58dCq7rGlVyEmosVTjPZ8ahcHVzxeu3r/jm1dfcPL3BVZiOEykHOrG+WUbo4+PAaW+wEDR8pPUEy31Th74gqQqJIRRbGsigse7qOoBUhh7l99bYuavyWuRgq1WkbvvTRbag9jBhGkc0CVkyTXLwBRLGPTcD7chGNDTj60JdF0opLOZUhMUT37y5JY1HWh54c7qnrgu4cXW4ohocpmtya0DhzdsHXDJaCuWQSb6QfCZrRtcKkjjPlWYwlCFk8pI42y3r6Uw7JA6kOGd33ATxgOQ5R1ebtTZ6bgcsPPA6V9ZlJbkiWhimkWks5DGMqC21p2qj6Eqa01oNbqfGohmEXW9dVRLZlbGMDHlAakD6ulZmayFzJgxQx5h/W6twESN3vUOU6G6cQBjosva22nnY02yYx7zZVKQSNQetGmc/xxz3hJnjSUkpBGHS78T3jffC4B3ntD4gKGUqtJW+/1aKNAxQcdpaI7bPA56UpRNvu/hAAsZvBSHWooeaOqgKUxkvOdHA+2wJzE1wsvV3N4/6Z1uWDqWE+4d75vlEHpQff/wJeSyxI0pWEMN6T7S9g8rudbuTT10jTi/6sRDtmEX/+UGVg0QzC89CVQEtSM84RP12dFDttB5NjNrDAZHYlGFje5aHORR7aaCMBclKI7MSmz7kMkQKrC64KGhUHS4tjDupIdq9ZlZOVbldV77+3x84NUOXhjdhHEbmmvjq1S1DPjHcPIM0kY9PSD4wzo10Wrmd77mzlaSFMRktH6O9dMucl5WhrdQmlCJcP3vBeVl5aI3z7ZlJSydvS5S8ak9Pbj36lpVEA2vU5UyrS4hhhoHDOFAOgtBwSVirrL7SfAkCswa5N6TI5aeSmGSIgiqiGammyPSLOLUuwfivFa+NQ4pWYKH/dyhC7fF2yomUMiRhTUqbjdyik0+2kEA3U3IZ8BVSyWiFVEJWWXLGTalrFM2kRM/8REih3ZHUs4YcOj+SSH7HeD8M3re923L0FIdeVZQZt1WxjygE6fJbf9fgtxV0b2vlF7nuOx6dRzE7XMjNLdvVd1ORns8/zaddEvvsxTOGKTzheTlTxjEaWorTuGwr9Y6SbgsXtKfEehy5LTQopFL2ijtNsXmk5DhWKT0dqVzaX3VS9jyfoegeQjSJmndPzvHmSCqJdEis7gx56qpyZXWjeqYZzDVFCs+c1uWm1QJS4tFtpYlyWpXz4jwsC60Ja43FdDgcuTqOjGXkMI14GknDhOWBm3TNw9ffQFae/uAFfqrc1TX2HDhXZjNW4P60cG2KaiaVCZNE6Q07aJGWK1qoboFUcNb1FJ2BXVibxLZMreINSp4YDyNXN4Vojd3bY68zrS4d7SUkQ0FRlxDPGOjaMx59A0pvHsSpsxdFuXvc25z3fQujWUt0Wsoph/ESIpngXKIngaLRWUiE/Kj0b1ONbs95S8FJ0g7htznrgSgfDzVcuiLQ3/MYXlU5Xh/ZetOVMuwGr737y/ZvPYcqbOylsMBF2262e3eAPJT9+I/r06E3kez3L5W0Sy+rVWqtnOfzLtO9ur7aGz6WIdF6R5mUE3nMmEa6T5rvO6HI49QZ8Xo+nwLidU+/S1tV9/y3i+wQnAQ5xfm33nxyW0S2kok8JiqN2lYWN8axkEts72RukIWWCqUMzGuj9Wh39kJtgqO4Bk+w7Yq7tF5uSUyy8xqbOc5VeHN2zktFh0NAXk/Uh5k7hFkWnuUjV5p4szrreUZkYZkTNo58/cVrXt2dOEvCy8CcC0t1Upr46c8+56PlY8bDgLdEmY6xy+26suA0g4cVpmHkYWm4VdbzQlsXvK0IxlU+MJZM1r4jV1451eg1gLfYb8BDVJWTwLii0gIxeNfnc9kgs3qlpIIWZanL3kQDo/ev1wgtHEqKphvKpgoUWrNAcA6yRJec2NhDuud/1w4qRt4UhSY73C+SUE17+u3PSW/FSbIiITTg212XH4/3wuBl2y1EUk+7bHu79a2Va913JUHYS2cf109vSjGxSGHUno/ftO3a5bk55yhp3OL+upDsUl66tpVxGvnBD37Q017x/iY7TSY7khiGvlHDVhKLkSSTS7p0Sunw3ZtHEwsumz8mkdhSq8f9qooX2Utwt0h8I+Kq133Sbb3tTBQpsQVSQihjwM4mhuaCoZg581xJeaBWoyHMa0XHK5Z1oa2bRr6RsnJ/e49bNKXQJDSH8Xrk9qGxPlTK4cj85i2HmxtOr1+Sbkbm1bh5/ox5rYg3fvDiKe4wDgMPd3c8rAvX11esJlwdr3n1UFGF49WB+7sTaOHtw8zH5QVOiGmqOWU4oGNmWWKXm4fTHTkJ3irqMVfKMHIoSprom0fGOeAN9UruijkXD0ksIXCSpEBFaSQ38DnCurqG2jA9Qlixs3SU4zqMOTZFSS4MKaG9HDfqJHp7aeshXF/83cAGwz2Qi/aJsOX43TVScpqibFasS2hbPPfOaUWnbcMtyqYj/jUkF+pyJuf3XGkHQXCV3FsVV3qRQ2wL7fg7PeMe94Z7nG7cNlKUFGTLZnT4RXBD65tJplBZzfPMeT6Th8wwDVwdrhgP49440Ai2L2nqu3+we+7N2FtfDHIuAeW78Z7mE3RNgGQh+6UVtZmRhlDhaVKGKQpIWpY+ORptbVRbg3Ts+743b/u1aQrOQyfthE0QPSZONIVSGglDInavTm1QraJpZD4/UF053b/l7Zu3CM5QMge5odnK3Zu3nJeFU61Mn5+R+oxvXr7mBx//Gndv7nh7e8cnz56jIjx99pThMHE1Za7GqUsAhFdvboHM1dU1Sz3x/MkTfvbqHtXCNF1Rq+Fi/OznX/Kjv/6v4nlkrUbrYgSXRDOleqKROa9nODUGSxyGkOPmsWA01nXpWZGMiIbk1tcLUSrgeulNkHoBzVotmtVUEG+hdu2qvo3bCcOVvTRXewZGTSjuvXx4m27bPA04vmliRIlitkdztnknDJdGE2VIhTFJv37foX/SBLqpDWXv8uQY2hrkTCL0CQzfnYOH98TgN9GLEfnhuvbCgTzEBWXtDQu8644jPm72qKW0Qul7xxuhfIt+kz3eIvV68ChNPd+f9+M8ff70HcZ+nmdqi8aQubcK3uC3iEfThv5Ym4enmKYJQfHWoouO193wVaIdcx7yHt9Xq9Fhdug7wkhAutVhnheSRPOi1NtM0yF+kkQao/w2Dxkrig7x99b1CWYFd2iuPQefYiMvCVa+EQz8eT7jKD/74z/m1evXrOcZrPLxJ5/y5Pqan3/2c17fvkbGifTmLePzhS++/oaPP/mEu/PCjz56zrpUnj97gabC16/fcmfGs6fPSNZ4cpxIKKgwTROflhve3J7468cXvDqv3N7P3LOSk9Mcvnxzz+HtA8M0kYYCLiyeo2ptadw9zKhkntw8ZchKPhjWVs5rRb2RJF2afshWmNTz8ltrsd4oInL1DTxh9Yy0BrWRLDHm8Nwil972iajF32rr1WIPPXWJhivNd8HUzgmlaLKx2S45yFX1QAPNQ1xFV+lVBC3SOy1J73Lbd1JSDfVgBGFRN0FXTTrYsgYH3Tbk8N3jvTD4DQrR4/Bt/3Doq2hf1Tbd+3Y9j7dgijfo6qq2i1u2SjprvVuO9p1MzILUGa+Y13nf/bTVtht45LllN0ojJKkBqEKLrqp7CWpBWTv8RqM19L4/fBLSkC6Lh+kuwnEJ+WylN60sustzzVY8X7aIMr1owa3EwkYOPbW6sLToxGhA89ixL+L2WACaw9IaS1t4+/YtX3z5NX/w+3/A7cuX1HVG3Pny8y959uQ5tS2sVmNbpzd3nD5/zZomxqsnlOma+4cFycLXX7/lcDPxsC78+tMnPDzMHFSxUfjhpz9ChihtrSfQV7e8+eYN88MCknGHrEYtzs+++Ion9z/ik0+ecm7RsKS2mflhJjU4HJ5QsmJinGtDrcYGl5owIzay1IDr3huEqiib8Bgqq8kuW5hrwH4qSHOSRQ9BLQNmC5qMkkow95pgIAqnjOhSs/FosvFI8XpDBkHktr49NNEhxyPtHIgwCm9g89zxnLautdobYoSirkXDzs1g+s42vnEGUpBGT1W/7zE8MIXEjSWFAS0YJsaVCLhFPjT3IkjtpZDqfRdWZ/EofUwW4pJ1XfC+UcT5fO65+8JwGCnkaD6IsdgJUnjSrBlJ5dJfrBsnib0RZKddI9fZ43YVehfZGsRMHnYde0vBIEkSGHLYqoI1Zyj9eGasWxusWveFSwYh6wibSEeg5IwedM8CbG2tl1164lSxaLppB8yF1Z0HN2CJFE9d+OKzz/jnv/N/8id/9FNuX33BWAo5T+DKy/sH2uuvOB8ndDiQ78+8ua+8KVccPv1rfHa/UufGi2dH0pC4F+XF8YdcnY0yZj794cdUN4ax8Lo27r9+TW3O2wp1Fsbpio/zFfeWSOOZb+4/Z9aB8+z82TdvuJp/yOk0423rYnxDzgOUQEFuwXQn7Sy+R1Xc2i0riaPqJIHaSTn1SnVhPQcHsM4zRQxxY8wDDWcclcUbOgpDuaG5sWCMEtA9RzEG1VqkYnMv6nFBa6I6qMEgURZbPfBV2HS0QR/oVYm96GWr6egN6noWKiZU6q3Zo8yYbvhBAtJqB3055L05KvJICuv999ra+2HwEjLWvepL0+64jW2bp602OiMWq2BspgDWJ7+1MD4n4u95Cb17GUvfJppd4LPVtz9uWLG9Hsvwzvtb8YqosNQ5nupGxHR+wboefetEqjlSep4Ecn+IXVG35f6rR2pOvDfr9LajAJRH6b2OagoXVd3WhcYbzaKddnVBNFG74Z+WheaJ2RvVQlBkTbBl5cs/+Jo/+eM/5f7ulrEcQk9vQJd+Pqwr56UxFaWZMB5vWFfhMIx89eaWF5ohTbx8+5rjk6eclsb85p4qhfP6OWbOi9cvePH8KR99+oS5rtQ3D7y5veOLz7/kYW7MDRiPDHng7FAFvnl7z1e394zpmjEP0fRDesNJghfYGjpt/7+FZiYN19SrCR2hhqfs6jxcOK3GWDLNlSnnqGFIRD+9KaPipEGovU9dVket0erc4bzjKRYTesMc9Xi9tSaI7cMdydZ3iYmZjIOkvPNMuzd3QT069aa0bUbRf1cbSaCMevHm7mCRo3+HsXcHs94W6bvHe2HwDmyteDMRz21Sd9WImbYRK3q0K9qbQbjjHVafz0vfnSSTUmYYBuZ5prV1z/cPJbOuK3iQL7nEbdjIta0n2N4Pru+IEg0vJTZp6Dd6g+Whl+9KtSy7V99KXD2B9e2exJ2SY9soaiweW7oula3tMGHcvVX0lo57vBFFFL9kqkds7ghzdSpdlJIztQrntbEslXpaON+e+Oqzz/lnP/kJb16+ZcyJZitjGWm+aRYUM8HLiOfYOGLxgWUxXt+dOKPI8cCbuxOH4zVPnv8ALweqnjmtgk6Z65trqmZe3Z34ut3GrsB6zdMnP+SjF7+OpsKf/Pxz/uzrV0xz5ZYohT1VqFI4Hq8hFRqxGce2r532AHmbE6GEs9Cdi9KIzIoSIY23KD9tTm/fnFEdkOS05FTX3oMvCmBUoVJjk0o35uosa2VS3RtPaOsL8rbR8KaGtkcZsQ3qe4/tCcjveavRiMyMFLn0X9waXHh8tq3bfgKwLMFLhEjToy8DGhqDZtStnZZceuB/13gvDB68l4gqyaI+ftMYqPcdYXohQ1tqr0oSltPSiS5j6fXg/zdzbxJraZqnd/3e6RvOcM8dY8yIyLGqa3K3aRdu7LYb0xaIwXKzAIkVICRvYMECCe/YWuyQkJC8YLAaYWBjLGEZYRB2093lmqfuqszKrMyIyIi4871n/IZ3YvH/zsnspqrbcltWHikUETdv3IiMOO/3/ofn+T2z0ZhRUWKMYt00hOBFjZQyKUViCMSgxWSD2nnmt09dZRV9G3eDl7wlk+qBST7c7tuHwacz3dSwJdBW9P1h6DHzYNOMOQ7rr0QXJLzRFRZXumH4JxisnYBokEp+mkRqB1VX0poQZZhD1rJ+U4rgO3zOBKXwoaftPavGs7rdcPXqjMsXL5lfzVnczGWghqZwetCrS5+YdcbagqQcy6Yn9R0h9ZjpCZiC9XLFPCXKUc2oHEFZs+kSq95Tzsb02XJ6teDuyRGX8xXj8YgUEtO6QNuSrAw+Re6b1yjX+8RnH3NxsyQmWG865quGqSlow2BljaCM2GUNEQa/+vDOGX48SI1TljCGITbK5IGQNMhkQxrSZjD0KZKyIWs3GLdERxGCpwsBlRNWZabOyeZDSeIrRnbsiJpaao/8yaFXVsltrgVOoT/1wE5u6OIUArkwglLXxuy0JimlT+AcKZGzwrc9mIzVIrDaqUkH9uO2Is45U7ji5560z8aB1wKSRMnT2Sl2/zMpBCmHo8AqVNYkH/G9p/Ut2lnK8Yjp3lSGZDERfT8MvMKgZ89DHtewH9XiSNJDD2hLoYgKn97Ddle+HcLYT6SyIQ37USMcOOHOSXXQM/TkKqIHJrxCNNdRZfQAO8gMXoHBEinEGnlwlKYUwOXW8jrgq3frPJ2HFVuij7KbDRjQsoKLGvoQ2bQN84sbTn90zuXVDTerNTpm2vmClGC2f4x1hrZZsV4tabqAdiWNj9TVmLbvWTbCxOtWHUnBxvR86UtvEl+9ZHN7S1tEVp3n5uWpGGlsydVGcW82w9aKyy5RVFN6bdFVTSjGpAg6ZibVFG8TbjRl//KYch1IAWJM3N42jG7W1JMpIUFZVLS93GAGsTYnxKOfyRgjPoSQPCqLKCcHTwqRQvYTkDOWSGFqooairLBOYfcDynkg4In0Pohc2JayKRFRHFanYRUfMS5RmIhKGRMzOg7UJG1Eg79VyWn5lpDmXnpyaUGNk+2FHtiCWD2kLUnrVTgtrETviYVYbXUcLkMgZ/n/1YM3xId+iKLSqPAZB2Cw7cOGVxpwzzKVT0NunPyD932LzjLQ2J/sY5zDjkpU4WiaBmJAp4w1eghvSPIg0Go3iEswHN5hcLfud1PVvC3Xty63hHDjZPg7lN2yTjPO7GypKFnRMbTc22FcSkMZrxXlqByqAxHVyNwvC13209P3/MmMgCzse7HCJFKUN7tPihATMclkPyvBM/QRVk3P2fk1ty9ecXZ2yrrr8Tnh+yTIJ6VYbTpssNT1mJE1dN5zs26IyrCcLxlZR3AFaEc9rXl1Nmf22iFeF6SsQRnOLq6pj/ZJyjBfNcSm4623HtAGxWK1EgNJTuxNR1SjMTcXc6Z+j1lV0VpFnzUUljsP7/P685rbVct8uYaoaDYdU3XIJgjc1OZPbnSFCI2SiigFYWse2mZVJchBpug6CyrMJNlYaC3kH2s0bb+msOD0QCjqPYVRlFUtdlnEn6CykHoTedA1gNmu97bDXDMMbtV2NpNRWnp4DRgn6jpdCC8h5UzImT4G0rD2c+hdGEsQA/6Adiuxyso2K0r7EjNSkVhDHNo7hRoAr38Caa1S6r8F/i3gPOf85eFjh8D/DLwOfAT8uznnGyWn9r8C/g1gA/wHOedv/3G/BwzT1yzCkq36KMRAGqKkkh9SUxD9cmlLrLO4ukRZKxFGzhCiZ9NsCH2PUpnJZEJZifJoq2hKOdN1/Y6Ou729lZIeOkU+WfepAUY4lGTGaWw5TO8VO+RxVmKISEM/J3TVSFUUlK5gC5tIUSScVVUMdtXMjpq07dM/daNjpP+PSRGSkVVbhpgyXQRXWFKEbuC49cHz6uKap89fEK4umF/dEo2lTQnlSpLR+NazajYYV7LuO+pRSZs6ejSNz8SkSH1kSUtSgdhmVk3PVDlulhs2nSesGsJqxVfvPeQnTz/C2ZrCaV6eXbNuGpRSjKqC2WxKajwTEyjrKYum5/rVnKqsSSoRtcIUBfdHj9hrE6/Ozjm/vmL+4cfUqwOKsiYO6TRy4CN6GOAZLe2SD520PhGCDxjiUNbLw43dPj1D5VDWkglYW+FzT/ReOPJO4rpcqUhBHGzDdIUwlM2aIJVUjsOkPQ96C/n30kYO/fa9o7Q454pamI2i9BQSruQIyptNvBtGRo1h8AM4aTcZyDvwScnvYyQb2QZorTEDbenTGvyf9fonueH/e+C/Bv7Wpz7214H/K+f8N5RSf334+X8O/OvAO8O3Pwv8fWucpgAAIABJREFUN8P3f+QrA2I/ViQ0ofGQ0sCSl3K8riuR3g6GGDsqRPKoFSkFQt+LaKfv6ZMn5sjRwQFlWUoGmM50wYsmGiis3dlXi6rYDeWE9CKfM57Ijp4tDcdoTPGHjDHIVDaRMFo8yUqr4SFhpCROkiknCaGSLZaNpvWdlKRDXpn0/5I6EgbsdVKDLz+DyUJWzaqgy5lkLT45Vk2DbzuMtpydvmT5/JTlsxf42BCtwqeOg/1D5ss5q3VDDJFN8KQgltnNKtL2Glvt0y6vWLeBcTXDkgkJrm43eFfTYbl5fsoIRdI1o4MR73/wCqvHTKoDlt2K5XpNTHB8cIhPiblXuNke56sOf3lG3/fs788oTabzgWo0okiOpy9ecfv+UtjtXnwDpXPcrDfszSyhl1I5qYLgwRlFNlLqqqxlvZUUMUnFpZUmRoGFOQ24gqp29Gq4NZWhCxu0zpTOYDQUdY0ZIrlNElNOFsSM5AyojLIVKXaoJGImraSK08bgUxYjlc6CUBfC4aAA1eQ0KOGGC0WhcMqhB2Z+qwI6yMXnyWhTogfy0LxpcYXo9gsnv0aKwiGdRltQipAUff4T+OFzzv9IKfX6H/rwXwX+5eHH/wPw/yAH/q8CfyuLXe1rSql9pdT9nPOrP+738T4Ma4iAGrLhZnt7u2w474WrXo2qAcdk6XxP8rKe897v2Gz1qGYbRLFqN1JrWQlBLItabvUh2SWlxHqz3h22rDP1pEZbkbuaJL31NvssD0O43Z87+uHJPoyRtrv6gUqDUcIwU5CGdJicsjxIjIRA6MrspvMJMW34HIhJ4bMWPHUWH7uybpgGa/o8xBs7zbMPznj+7CnXl1esl8uBa1eTY2A0OuDy6prFYsHtYoUrCxIV840nbyJog7EFfrOhqg8Yl4qmy8RNQ1EUFPU+Hjlss/0Dzp8+FzJwWXJwcI/Vcs2mU4wO7rM8+xitNVerHq01frng6maDc45N00kf68aYvmXVbGjaC7IyVLMDNp3n6uyc9WJNQMH3f593ii9yu2moizHaOJzRkIPQcjrp2W0cwBgJClfL6jRFrKko6gKnM7hI4zsKo+iDKBYm4ylGZ5yWpFiMGhxniZQ0ekjaTRjamNDZi+w3BEZGY4h0yADZqCi++YF4oo3Gak0xyMVjjKx8C0GCVfQwp9Ja+IwMuYlVVVFXhQyStaTkRKRtyXow4igBuGQUKQuGa7u5VUhYyj/1gf85r7vbQ5xzfqWUujN8/CHw/FOf9/Hwsf/fgVdK/TXgrwE8vHPMpllTGCvsr6qElFi3G7nNraUe17sgvkSiaRqJZBqCKz6NrtqlpwzcN+OGsAklqKA+9OghSEIpJaDLQVmHQbT0JHrfy3Bo6N23PXYIUg0kEkVZ/AFRznallpEAx23Si2LwUQ9VQVE6lBs2AwrhqWkZyiltydmS8pCiMtxiUfZ3dDGRMfjOc7k8pWs9P/zm7xH6Vh5wBlnN9Z7gI61fs1h0+KCo6z1igqAdGOEFxKTYND1KWzbzFZPpPodHh5xfnBGUwY5rTFLkbChsBUrT9R1VUVJP95lvPDrDTz74CKclpsv3iaKwWFNyfnFJQjGdzaiKguvFmvlyyb2HD8hWsVgs0OMM2jKZHaK04/Tihhcvzrj72hPK8WQY4Wx5e5AIhJBRKZGyR6XBmOQjRlmKsqQuDOhAyEkgF0ksqs7aXVRX1kH+XukJeUuqjVgiXUYsw9mjckYnLWP5rIhaym9DFCqOtuDkvBfWDTJc6L0XJ2LOIiAzwypZAznTdB0piElpWo92OvkYhYuncqTYejjyALnMA8VIpPbyip+si8PPX8P/Mx/aqZ/xsZ/ZUOSc/ybwNwH+9OffzscH+wBsNpvBipgohied9CgyYe99v3PGGcyufNNGfyKjTVI2laWsJxKZTbMRdRQQYqAcBA7Gmd1h1wPcMQzZ6Ym0s7GGJP8I28hhO4RcaCv+dOUUzjis+qSk73y3E9SQEq6yu99n6+uPKchGQSWU1ZAMRWVBhaGn02jjhGySMsoZfLeh6wI3N9e8+vgV17c3eL+irEbsWcVqsUGXBaW2eJdZrRtG4z3mtwspUQtDswl4LEkreh/xSdF3PePxmNtNhy4itp4QySTlCElxfjln0SSuFktsDsTg0caxWrWMxxPmizV37hygy4k8kJMSwZOrOZjNMM4NwyqNLUeYckKpPcf1hLObW0blmEePX4eYGe2d8/zslOcvz3nn8wf00VE4Katj70kxEoMnd4FxMSCklQJjxaNQSoptDJG41dprI8YeJSNQn0QqaxEOgESVRYiKmAYF3cCvIykcYHUhYiop58hb5boeEoBJ9Dmggwyf0xCeogf5rFGSiqwG0IpTkmtQV4VIv5VkGwDkZNEk7EBQNlvJrBZJcpCvKn8GJeW9QtH1/+wRV2fbUl0pdR84Hz7+MfDoU5/3GvDyj/tiQqqRFYQd0jjQshu2n3IHhWF6v+XTbbHB22y37S0viR8SnWytxaewu1m3OWoqR+q6lt7bfuJis9qKCWVY5SmjdjlwW+LMp3v47c9TTtROYI8xR7quGVxpgqTepcJadvr5iMQoi2oOGA5300eR+GLISmKQjTW0fU/f97S+4/zsksuLaxbrS7ouMBpNhxtHc3Jvn+WmYzKecn5xQzneI3SJXET6GGm6SDSF5O7FhE8MfHjHJma0dlzeLBjvTwHw2WKMY1xPIVtubpcYBSMHKMPNYkkbNY0f/Oetx4dMGzuaZKj3DukzHIxnu5TgL/3SL7FuG9Jmw3g8ZhVgPJowmc24eHXFO2+9Q7aOpx8+48GjlnE5JvSRderxbUNaRsa1pp6MUclL0ovOaJfACBYthE4k2KbAaPHABxSORFKSgGuVQekEiIzVR5numyRZmnGgHBfGkZUlaZmat6FDpU+st1qLlNroAbKB5BJY90mycRhy6lJOsmYzBlNacpb5klGiuNtWqSEESjcw8rMh+cEu3kWZX2VN8AmFoQ1hcHj6P/Ks/dMe+L8L/PvA3xi+/98+9fH/RCn1t5Fh3fyfpH8nJ3zbyh/IWqpRTRxUcX4Ik9zSZ/yQQZdzxhVuN7XMSvLLRGKFHNCtFz4Jwnqb755zpq4rXOHwwQ83MJ+UTVtWuxb1lwAe41Caqz8AjdyBK7SEaITtgK4wVEW5E/RITy9UHoln9kN1AtoanC5JaHxSpGGtaGyBsiV9Fwgkmj7RdIH5csn56Rk3tzdgBI5pnUFbR84WpSt8WLJYd7Qh0qXE7bqnwRKUIQzaBFuKR0GFSLNY0fUBW47YdAGTNTfnVxzeOQFXcXu9hKpjtZ6DsmSd6aKn8YGzyysej/fpfeK2C9w/npG6wGazISXFvZMTYozs7R/RNQ2+9xzOjtDLBXeO73F5ecnI1bzx6Alh3UNMXF9esT/eo5v1XL46h4MFW+hmOalJwjMHVQxBoMNPEX4B0aPVkDqrip0aL2vxaCiFSLTZBkD19EGJQSVAacywLoNoJITDEvE5knIcSLcivSVFQvZsfERnj1aJoMTY5FxBCoFN12JQu8QZY+S2R0mUeUqRlLO49LYqQqV2LlGjP5nCbxmNfRTCr/ADJMa673us+xOYZ5RS/xMyoDtWSn0M/BfDQf9flFL/EfAM+HeGT/97yErufWQt9x/+sYcdKcn3xiNCTkKdRdZLMWecUgQfdrlyuxhhMn7jPyHRGoUr3SdNhRbwX1EWxJzIRkk45fCXsY3Z7Xz3yS59aD62ctltqZ+13PZGy2At67zz5IcknPKsszD1rYRAKqsGK+anvm5I9EEEOWVVihw4y2Yio1GmoCocyjhCyvQ+slousaak17AJiavbW54/f8VmtaZrPJt2TTGece/+Xc6u5rjC8uzpKzZtR68jIUGfFJebQDU9pOk8K58onQyofISNj3hVkF3Bqs8oVWDdiHt3jrhaLtif7mEnhuWq5+J6hS4NBE/Ihq99+4fcrlt+YXLI/Qeaxijq8T6ohnsHx4MrccJ4PMbfrljP17zxxhs4HLWtMcnw9P2v89Wv/lkOZjPe+/F7HO8d8OOfvE82jkk5xkZYXc4xRcHewQG5z9jCUYzG2EqqtUzG50AfIhqLNRLnlAZqECRS8vgke2+rEgr5tdFH2Z4QUElgJT3DA0OBVZlkMgGN0wqUIRrRVvRZdPM5iNVV5UhZyOzFkpi3jcA1AGcMhVJDBZIIPkm8VZDQybIosWjKYmg3UTijcM6iooiLduRaq2m7nq7ryECzbrFOMxrXTGeHP/es/ZNM6f+9n/Offv1nfG4G/uM/7mv+4VdSmQYhpCYfoLf0KRKAzXDTW4YwwJhBKVRZUpmClDJFUQwI4U+inDMS8ocWqIDAAgfDTUr0eLL/hCiTkpBQR1VN9J18jSgKuaQFQGCswZHpQoexmqaXoV7W4jFXRUGymmQUzklqjtJ5Z9Rpsh/EOoZUGLqApKAaR6/BmYLFxqON3DQZg0fRxI5msYYcWT49pb+6QCtFn3tUUVDUFa+urliuWlbNNbfLhuVapJhuNKXLiuxGrJoO68bUNrJ3eMDp5SlBwzK04gBTDqcsSheYUU0bNT6X/Oi9Dygm+/zqX/xVvvv932fRrlGhJ68bbLJ86XNfptqrCasb7s7us77ZMBmNWF2vmE6nnD895+TkhPnNJcTE0cldbm/XqD5yfXFOwQv2ygm3qwWTdp8+BKrJHs8/ekrpHHHWM5oek7uWvaneobTF3WgJ2cGgrrPa4ZSQS5OGziixpGbBVFuddnw7rTNmEFwpBEqpMqikMaaS6XqSgAcz3O5OyZrPFQUhByED9ZGxs6Kwi0g4SEgyd4kZUzgqV+BMBt+TQhRDj8rkZMAoCmXpkkfXFdmJicZmjTMGHUBXY5TStE2DVgm/buWOGh4Ae+MRZVlKjkD3GTfPxBRZbdbi8okJV8m6whlNNpLsYTOolOhDIFmFclpQVn3crS9EIqF2pfhWk55ILJfLP+CI28Y9y95b2HRoGRpWTlI/kpa0UmWkN182a9nP6oROUpprI2EDVWXxafBBJzGrqF1bANkonC1kDeeEJ++skdIsZ7ow8M/0J/wy0HgMm27O6vqW5fUNz376oQx/6pKiqihGU1atZ7HqMLZg0zf4rOmi9PMP7z3k4mZJZxTLdQPZoK3h/OoWW465Or/A+4x2jrLaw+mSEMEUNdfzFatNj9Ilm40Xkc54RD/caHdO9nl87zEHJ4ecvHaXn370lNh6FjdzaltSmhLlhTa8nC+4PL/iyZMnXJxdYoys7fqN52B2yHq5QiVF6L1UeTHSNhvGZsYPv/ltHr7xee6c3GV5c8Ps8ACnC3wT6NuELgqSijilJUyDQcGYMtYZodmgBm+EwqYgZXzMaLaae/GgG6SsbvqIVWkIJ41C4dUKlT0+edZdj4oi8imtHH6VBKjRNXKrO62Gtk4Ts8L4hI6KkL2IvmKkLpwYcqyYdxhizbfi2JjFh7FerClHNVoZFsu5rA5DwDrDqKwYj8c7YOt21vWzXp+JA7+V1hprMVZhi0LUZ0bjs8glFYKwKo1khefSDSCLiDYObQWA8OlD7aOEF2SyRC/nTCKSkqzMtu1AItF1shcXaIVClxaVRbrq+04y6wbOuEAvJM22HNZyZME2K6Mkr9xKCitOSaNuZCWEtWTt6KOUhCEl2pDxIIOelPEpitgGzaZZcXO7ZH475/r8YucIazct2RWsm45Nn1hvWgKeqh6DM/i8ovWe+brDlCP6dk3CMB1PCJ1nfnWLdpqEYTTZZzQdY+yI68s5bRfABkI2lJMpq/mCk+Mjrk7PqY0DV7J3bw+/WPKDb3yLv/Jv/wZ+0aDWnlQETFIsLm5Zr9e7OK5nZ88wCi5PL6ldTeGkKqvrGhScvXxFNarp+g2ejFGKxw9e42Ay5dlPn3L18jmxbbi5vebeo1NOHtzH+JqoEsZ2ImSpHIWV21gNPgafgqzsMoBGnKuDuSXL7lylLMrIpAc2oaF2g1VWCzZsUBOTIqTsuV01TJxBOSuS6iFeWueEdSVWSQqx1Vp4BSHSpYgZBrnOaUwhclk3DPZMIZ9PVoSYcVaMUT4nnHOsl2tiL3oUo2E6nlLVkmir0fhewC7mD9MxP/X6TBz47RpL54zVw3osyjqrKApyjEIG1YOldED+VpNqcMNpCBllIKskJVViN11Hgyn0YFeUft0HGcL54dfbUrTxPnmyUvTr1W4AZ0tLMZgc+hxQhSUmjy40beyQbZBiMipRDFAOkxkdTIgjUfklJQc4oaWQyRrfBZIeklW8x3vwEWLshFWfFfPNmuurC64vrpjfXKOTwmcop3tkZRjP9rl6cYYuJyxvbqknY1w1Zs+MKWNk3Xa0MbLpIzHC7e2S1WKJURZtStmGVCWrNrC/P+Jqccq9+69xODvE2pKU4O3HBeumYX80PCyuX7JAczgZ8+LVOd3tko+ePiXebHj/+Y/Zn+1z6z3GGBqlmM1mpJjxveeyvebq7AZrLffv3weg73uq0lJWBYfHxySjGbsRTb/kcO+Ao9k+z376PpVSfPz0I9aLNYZLtH6EMlDGYvBLODKGqAcYCpG296JKy1K+V0rtRDVGu8F9bGX9qRVRWayOmLIUZ16OZCJ9DHRdKyEYSmFdhS5E/OWjR4VesuSMRICrnMha0QWZ8eBlJlAOTlA36DaK0lAYs7Nqi6Rcwi5j7wdfQIRo6LqOvfGEO3fuEEO/C1RRStH3n0jFt5j2n/X6bBx4hnRNrVEpo51ITSHT9+3gMJO88sI5mZpmodqAtATbm3oXJjEQb7dlfT987nY4t90CVGW1W6ttVXObrhmCFwf7qwJjNJtmg5tUBN8TCGwWG6azKcpo2uxJ7Ya1USRXUdYVwcjWISAE2aYNpKykTNOWbGTd5WOS4d3gCOz6jrbvCFHRrNa0zYrVeo0tKqy2OF1QTaZ0KXF+NWfdepbrnqZPKJ9wOrPpE66quTi9pFNW7LQh0/glOSUODu/S9D0H9YQ2Bgqbefr0BbPZEcYUmOwInchb2/WG9WJBs1jRrNfcPTrh6vyS5U2kcDWvPn5F7BO/+IU/xTe/9/uoznM4nXJ2ccH+4YEMLUOiLsfc3t7uxFKj0QSA1WrFuCipqopulWiC5+79Ozy4+xCdDLPxPmVZEftI2HRcvnrJ/XsP2JvcMJ6O0UGho0H1gWQy2WgC8uaOGPHKAzoHWp+xOeO0JqaMHYwrkhFnKa3C6UzKgZzlwZCyIrQtVeEgdWjjCL5lvmooDKgItbZD/Jei9QGbA35wexqVd6ERKQWCMSRtUTYPOQODcrLzotaLgtbOWtM1HTllJnbEbG9GaZ0YaAYrcMxJFJwq7fQp+U9invnn8doCMJxzGBSt70lZbIWllR7HITbAEAIpgTeCe/r0VH4rvJHccDCFVALaaDabdlfCg9gjnXNkJRFVIQVxzynJpcNC4SzWGowRRrjOidA0KGfEems1y67Blo7sxNQyndSYSYUqLQTPpm/pfUSXGaWcWBuVpY9J+O8p4WOm7RM+RHrfo3VBbHpcWaI2lvmqRRuHNZoUFZiCgGOxXnEz32CKGjqFyRZT1Gw8rFvPZtFwvWpY95HRZEoIktAyG++hrWN5syBqgWcoJ3FOKiqaVUNvJ3z4wYeQE9PJBN976qpkPV/y8arh8WuPuDi7YP/wkNPTSx7evc9bj97gJ+8+o65GaGs5GM/Ynx6QraEwBVU5Igdpr7quw7dSBUyrKbkTelETO5ZtQ2lX5DHM2zmTeo/79x+xNz1gurfPxeUVi9NTdAy89vgK8ohqOSYXjnI0ISVAKzplUNoNLDh5/ySCDERzFmKwRtjzKg1iqDQM4zSkJBjoGNDKkpRUdsl7sk/YLO+v0jqsKyFHuii23EhGpyxhoohTz6iMrcY4K5WAMhkMRBXIQ8AnGVKQjIB158kxc3hwyKioqZxDJVFuxuCHYXDaEXe2jtNdcMnPeH0mDrwe+u6u6yS0TwFa+uDdSmv4ZpQAJkxpSdtghuETlN6qiQcr7WBOyVlCJLTWw/eGGNUgkOkGgwwitXVieLBWDxnq0PmOUjnqquRmccPp1TluUuMmI85vr1CjEjsquLN3hNEVTd8wT5reGfqUycqgdUEfB7DksDtNOZOTWFp7n4lZEaKh1AZtHOfXN3z40VOaTcP+dEaOYO2YiKbHsGw969azv3fMYbXP1e0KW41ZXSx48eoCn2HdJ9xoxKLtqcuSsi4YjyYUtubhvSc8P31BXUqiyxe/8CW6NnF+esHt5Zz51Q0AN+dX7E0nrG4Szlo2nSemzMHhEYVy7O0f8ujxG8xvlqTGU1UWpSz379zD1RWN9zx49JDb6yX700Pu3bvHxx9/zNHR0U6Io0zm9mbOwfEMMx6Rvebq7Jbce45Pjjg4vMedo2Ps2QWlLVleX9EtbojtktmDe0xn5+zfu0PfdmRjiVoJ07AYWHQDbVIjOffojHWgtKxUUQltxDKdgwcf0FkgGAbxMbS9p289ziRGRUVltQRhaGhDQKdIilEszYgyTxu3a0G1NeTB4efUMDuKCTWoOPvNkuyTbKGyYjwaUxUVGLPzfZhh3iVsCDnwMubKu/L+M9/D5yiGhNI5jBE+29Yyal2BGf4Clc67Cab3fnewGUgjWSc+iYH+VIKNFdXeNkwiRk8fxJAj5brZ7da1BjvEOaXo8SmyXM356MMP+c53vsfN4orr2yvuvfkYCkssNLPjI5b9BmctxW+WlIXjK1/5Im++8TYHR3dQWbHqOkKQKiBkjdKWJgz9oU9ErFg5teFyOcclzWK5pu88VTlm3QWaxnPvwQm+y6zbluXGY8qKddNzeHyPOjvmy47r5YpkC2IITA8PWTcNk8keaoBJdMrSrzsKV1MXNePRmE3X8+4P3+XNN38BmyzzxRy8UIKmkzGLmxWH+xNGpXjb17drvvSFL9FtGi5fXfD4136d737jOxzsHRBCYlw4zk4vefjoEWNTQhOoreP44UO6PnLn+C7OOVSSN+/ewR5GF4QoAyrfeuqyJmXD2ekFwQSOP3dPqgGVePn8Ga1fsbm5ZdU27B8eU9VrRnmfaDKp0WQnB743g6MuR5yyFBqhxjggJ5Lq8VkIyTkHkofQS7mvlaHQmq5doZLHpEzlRhgTCSnhCjWAUhtyCrg8KDdJKC1ACqOH1tBp+iR9uR9uZp8i2UdS6DEUoHqskcg1NaTbVK5ExTRYgYPQh7a+jUFfnwdRmGJQhv6cl/qjGvx/Xq9f/sLb+bf+u/9yF6lkreB5lVIEP8RJDY8BZTKQB/iBeNe35bg2eqePV0pRVLUw4INEPKchM3yb/yY3yyDRNYMjzmR8iJxdvuRH7/+QDz54j6fv/4TDB094+OgJbjamSx3jyUhEN8nTNQ1FZVnnnqgz1jrqyT7KOK6vF0xmhzx5/U3u3LtHH2G2d4Aylno0JesC4wpuN2uwjuVmTe56rk5fcvbxK/p1i7YFi85TTKdcLuZ0bUBnCc60pqJXhsPXHrMKkW9/74eEPtF1kVa6Q6xyFLqULLiipO8j1oxYLztCF1iu1hweH3NzccNkOuXi4oJSa+6cnPDq5QuWixWjumK5aDk4nGKKEZ97622ePHzE1auXnMxmjMuK0pVcNJHL0zO++kt/mtFohLWWJnjeff99Tu4ck1B88/s/5uTuA9566y2+9fVv8C/86V/kdr6kLCu87ymKgvPz82HcklitVtw5ucu9eyeMRzXV2HHn3gk3iysury9ZLxtWTcPk6JDHb7/Duvdo56imE3qtoFBkJzlyI52YFEaIRNEDidxvqJwh9g0pekqEJNO3a1Tq0WQqI5r20ioKnTGpwSSP7zbULiNCaI8hYzXMigLTt4zqUqK/rKbHo3IQsOxmIzr5HElBft1e5ZiOa6wFFUSOVWipOIeYAywZl0Eja9xIJhBxpvgDJf33P/pL38o5/5k/fNY+Gzc8kJVGWwfaYJ3blS0SrrAtgxPJB+q6pms7NHEH9yjL8g8ceG20kFI7+ZsKMewOOEq8yNs+IQ8xQXkIK0DDbH9GF3oubm64//bbPH70OtVoxNq3OCvIo/t3Tli3a7yvSTkwK6Y0vmW5abm5nROjQhUVi03L87NLzq4WuHqMK6+4d/saDx/fAW24XmzwSbG8XWIMdMuGGBIk6TONGzGtDJc3t6xXHYUt0Mowqsco7cgh8+LZS+r9I3KAwo3x/YaxK2ibjslkyqiecjNfs1w2YAzdck2MihwyBGiXLSop5tdzaltz9/iQypU8uPuA6VsTfvyjH7M3rqhdzcnRXYpsuXx1wb/2a3+Zv/2bv8mj117jL/75X+VzowP+/v/+9xirkrcfvE7TNKz6jvTgdR6/8YTf+n9/myoaHh0/4Lu/+y0e3LnDB7/3LtVkSih7Hj16RNM0PHnwiNVqxXw+541HbxJD4qfvfsjscI/P/8I73FzcUowcTx4+AZX56UfPWHUdH334Pq4ecXxyl9Ct0dV4MFkZkeBaNdhMFZGE7zwmIbp3DGWpaNYLcmxJPlG5AmtlC2NsJJLoUyQ2PZUBRUEkiOdeabSKZCBqQz3Zk0OpBBUeQhy6eQGwaDKVlpjsUVEwqgx9lBanGOjBISVUEpyXDWqQAmd8Eol5UFLn6mFuJQRf/bMPGp+RAy9/SEvKAhjs+rj7uB/M/FnLfq1pIx0rUgzUtsJaWelZK+KYrMRfnMn4NAAnB9dWQnbyWmvavhUTTtomlUjvo52Gvmc0HlONxgStePPzb9Nu1iwWDZODPcpJhbOG5DeUNlMXjhg1PkVsNaJyI1zn6XAEZbm8nRPUDQbHaB8Ojmre/eAjnn1rycnde7hqgtIGvCVESVK9vFqQQ6QoKnpTkmKiqmfYdS/egNGY6f4xq9sly03LctOwajJ74xltl6nrPXIAW9YYSmKv6TeB1+4/4cGT1/mtf/CPKGyFT55m1ZCjYlSNsCpRFiXPPnjG40fkv8/2AAAgAElEQVSPcFoksE8ePuHVi5fcXlzTrwPlI4tO8LXf/hqvP3qdDz/4KS8evuDgKHE02iM2Hanp2K9rXnz8Hn/xV/4lnj1/ysneIZP6iNj0vPnwMXVVsmcK1n3HpKypjAObcGWJxTGqp5RlydXlDYf7J+zvT7k+v+by5pIv/6kvCJ3YOn7h85ouZb7zw+/TdQ2xf8rxvbtMqnuoDLmQ1jFjaLUCn7FK0/tEbS2ojE8Z3/Z4v8agcU789NpF4iCWyTGhkqfEoJ1DpR6sQemI0YJJF60IJCO9Zhr09q2X/D5ih4qZuiqoq5LSGVQSxLZRgJJQS5XEc6GSuOtCAptF1WnUkDQ0INtkqyQ9vI4//8D//P/yz/U1UEEGcKVzjhgjxghCORJp23anpQ8+YZ1M2c1A+4wx7hx1O8b7UNrv4BU5C7I6R4FbDA6m7c2/zZdzpcOWJa9OL3nnC1+k8R2bbsPewZjCZUoNhVU4LRTVQsN0UjKqLHt1zdHBAePRiKODAx4+eMBbb3+OqqowSnFxdsaP332fi+tbWt/z9NUZv/OPv8bTpy/oI5xeXvLx2SWXN0varBjPjlj7LC42V6GVYzI7YTqesV73LFqP7yKFrdHaMar2mK9bLudrYtSAoy4m3FzcYk3JaDxD4VjPG67PrkleAjhff+11nHYUpqBZNRztH/Ho/iPG1Zhm1fArf+ZXONg7YH+8z5OTh3zp7c+zV0/43te/w2wyo3Y1/8ff/z/54N33cMqwvLpFdZFuseH+0V3CpkN7+HO//CsUpkD7zNXLczbzFcvrOW8+esyXP/d59kdTjvb2uXhxDhGuz29pVz0kRd8HPn72CpUtVTnih9//Ec8/es56vqYwBYU2PDi5i0uZfrOmXy+g60RF13TUtiCHTOwTTRdZtwGjLQFDyJouwspHgraUoylFNZLJPIY+qmHoClmLqSlgsOVI7MvKoWxJUdVYV6OtY5NgFTPrPrHueoKPbNqOpBzlaIp2FWiDj5KOGzMEFB5FyIo2+UFHoui9p+0E9BJSIiThB2hlQUt2QIjCNvDh57fpn4kbPuVMH4LogIF+INUuVivabo1zhqKo0DmxNxqJp9pHcpI4oa1NdbtzZwBQbgMKMnLQU050viObjAryICiqgnpUk43gqCXcInF+dc2iaXny+jt8/Ow9DmYVTZwzLcdkLTY3VWgKhIarC8e4HrFctXgfON4/YR2gXTcQDCNdsPBrVEykHOjbhm9877tkZdg/POFmecMitLx8dcbN7YJ7R8fEouLj1nCLpqwmNIsVa69Yn98wPTikT5nrjbDiVosN6/WCyfEdginJdc0qGkplePHqki/9wpd4+uxjPvjgKeH9Z6yXDY/uPuT25pYvvPUFzk8vWd2uOD45IalE6gImGh6cPGC2t8f+eJ/7x/f5C3/lz1Nmx9/9O3+X3/irvwFN4Eff/X1KV/LsJ8+YVDMqU/CLX/4ylxdXPH78GFvBqLrD4eyYy6sFq6vv8dVf+fNs5r/DnYM7XHvFyXgPvfa0bUfjI1/53FeYL9fc/8JjMIYXL5/z8sXH9DHx6uNzxtOKk8O7Asas91kVol24d1CRwgt88Kwub+k2P+XO40e4yQS/blgsG1ISe2ldaHo0oe9IBIrCovQIbTO9zuQcCMGTQsIBKWosBkNkXE6oK4shYFVJgZebWSWsEsZg13eQI7FryaHnaFKxvzdFk3FZAsDSIM/WyqKigDK1GjDVYfh6GTadxyJtSWkNSgkn36sh2noQ3Rgkk+HnvT4TB14hJb1gh2Gx3AxDO8vh4T4qZfG1+0BoI733lOWIPEwychZipx6m61teWMwyiffR7xxxEhghPb5xRiy3Q0iFoI8TIfYcHB1y/+FrvDg9JapM229EWqlryXIrJKZZK+gJlHZE7zPZFVgsbd9BstisqYxGuYKL5py92SF2NOL0dkmpFZuUeO+993j16gWzk7vcefgGo+N7TEczYh958eKMZBWr1Yar0wtqJ+X9ovX0ypBcydVyw2rTUpRj5quGbGrefOMN/Dryox/8HpvrBU8ee77ylV/mf/07f4e7Dx9hspFAzSD24cXVgr7t4RAKVbC3PyP5xJd/6cv87u/+Dt/71vd44/Hr2Gx59pMP+Vd/7dcptOONB6/z7upHzKb7kBRnpxdkHxm7EXcP77Jatdx9+IDYZ7Qt2N8/5Nf+kubiquXNt95hOh6xN5miIkwmNXtjRzWe8d6Ht2yaDVVhuL1eMCoyd47vMZ/f4NuGi801OWemsxnNskexQhvPul9h/Zqua/FNT7O5IekXjA4OiC8sphtR15Xgon0ixoBXGldUiDUOPD05BFIWgo1KoJWR9tEoSgO6iDtRj7YDiCJ2dFHMOT54Nr2XRCrrmO6NGE0KfGjJClE6KlnPDu88chItv4jwhLfvk6fvPVk5kQMLJQ/Ig6PSS8T0UP3+cUq7z0RJn7L03dv871FdsDcdiY4Ztdu/ExPkROkcvmt3yaxay2f54AeJqhzyrm9JaniCaiGA1nXNeDKmGlWUZUnTdWLWSKC0wZQlpStBwZ2H90T5Fr1sAvqOEJPsarO0DevNGqUt6/VG0EVJYpwPDw8ZV5W0EL2ntIaHDx8yqkuWqzV1UTKdzjDKcvfkDklpXp1e8u3vfJ+iHHN2Ned6uWHv7n3qgyNyPcXM7nK1SdwGy+nthovFhsvbNRe38v1N05NcxeHxHXzMvP76W0zHB1zdzLmdr3jx8ozf+Dd/g3a+4c3Hb2K0I0V45813OJ4dcufgmOcfPCOsO85fnLO+XfLej97jc29+Dr/xfONr36ByFX/5L/wrvH7/MWV2/Oqf/XP8ua/+Kl//7W9y7+gBOSi6VccPvvsDfviD35ed+e2S5WJNu2zJfWZvNOPo4JjD/SOsLXjtzgNUUpy9PKNver759a/TbToO9o8IXeL+vdeoixoocKXMLiajfbplg8uK049POXt5wWbdcnZ6Qd/0tIsG+sxsPCEsl8zPzrg5PaVdrljNV6yWG26vF+SkcK6iiwIBaX1ite7pQ6SPDDHVhmQsuigp65piPEEV46GMr2l7aHxi0wXWm5am87RecgOyKajGM+rxhKbrUbZAaUtIMsRD24GKCyENpX0SCEffCavfKjPMKkSBmmQEQYhBwKy+l6rTGJS1hM+6tFYeXXKQi6KicoYUW0aFJHzknPGtiGhEQpiwY1nhZbb0mQxZHGwxJpIK2BJhyDuL0jL1tM6KVr6P+NCRFVR1KZp5Z2n8RvLZfMebb73N8/NX3FyvIffobPFdT1kUJBMo1BD/7AMuQUwbnHKMKsO63bBYLchkRpMJWWtGZc3yckGptYAogma/GLPpEyrCuCwpyhG/9Q/+bw6PTrj74D63mw1q75j64JjN+oJXsSd7j/I9+5MabUbM12c00QElr56f8stf/Re5Or/imx99i82igWR4/vwll+UN86tbHt+9R2wj69WGL37xi+QYeXh0wvz6Bu9K2ptbQLO4vGVc1jy+95Bf+9Vf43/8zd/ku1//NtNfPOXenT3iKFGPp/zSlzv+s//0Bf/wH/4W3/rWN2lvG7oU+eAH73L+Z17x5J03JfnWi5ttHud4MlU9YnV5xe//8CnXlz/g4uaK5+d/k6L+bY7uvcadOz+i72UnfnL/mHX2RF0wXy8Yac3j/bsUQeGnI5brJUu/wpYW18FqueD25gpefczscEo1HbF3dIxfLfD9GkZj6rLCaysWVlfSpx66HhUZDlBEGYNRipxblC3kdjaimOxCg29aKleSfEdoPUZpOu+pnOVodoQk/YmXQWnh/5c5MzKG0hWE0OGMpssRmyWSOnSRpDI6WXIyGKdQKWKcxFOtgsBiYhQjGNoQcsAo8YLoP+Ie/0wc+C2t0xmDD/0ugIKUBkwwuzLFGLNT1yXS4F5KO1RVVjKA00pTjQpcIcM5eTCIpr7vOrSxO7ac1kKr9VHcRnHAXBfOcv/+Xbr+RlY3eIqyEnw00EZPYexgn4WyGlFNZmQ0TY4c3bm/G9L0MdHMGw6ODvFRM1+Ldzs3HlVoyoOS65tb5os1k+mMVxfXPDs957W3foGpS3z08im22mf/6A4fvv8e89trxrcLymJMdCU5Jy6vbkQ01EdC0/P0/Q9l1Yfl1fNX7M/20AGmowm1G9GvOt558hZaaWZ7B6yuV7z28BFPP3w6cNcMhSpIPmGT5uGdh7z7e+/yldfe5mCv5+jogNWyR6H4/Nufx6T3aedrvvbbv82oqkg+8aMf/pgHjyKpB4JlXI9YdWuavuPp8xd85x//ffr5ku98+xusu479gxnleMTz52fMZs9QFLz++HXa5ZxiNiGWmnVzyyYEWK/o1gt6HVl2a9lH144cAnVhafsNi2ZFsz7g7oMTctSMH4wxGZwyckcEyT9QUYk9WRkKW6JsiTLVkDWYcC5gywKlEtpV+K7FKAcm4WOHbyIpZMaFoahL6onDFuC7DWa7HUKhjJO+PkPvxQ4ueQzSXuQcIXi8UTj08Hs7iabOQvPZxqb/AXWds4JsR8RSP+/1mTjwMCjnYpTIZfOJXTYMi/atqGBrd00xDRlheZcM5Wphx9mBOW8rwUW1fSss+Cw9fOEKCfOzktPdB8k573yHtgptMi5pcJq3njzh1ekHrFYJY/4/5t40xtIzPc+73uXbzl6n9q7qZm9skk02lxnNkCPPyJImSmTHwsiRpUhW4jgJYkVADAQIoPiXAiMRkABxEv1QZEgIJlESGEksRdJ4YgmyrPEMR8N9HU5z6W52V6+111m/7V3y4/2qyEGGiQP94SEK3bUdklXn+b73eZ77vm7H0XRCjSFONVEdUSeKVEJRerRwHBaHVGXNwsoGRZGjVUyUZSxmHYp6m7WNDfYOJ7QHCXuTis6wzaQomJQ1C8NFjJyh4oyZlRTjKe+9f4vx4Xv0Fle48Ggf4x1zBxuPPEq3v0CVGz68doNqknP+obO04pg7Vz/k9PoG2zpjZiZUeQ1CoIzgoVOnee/qVZ5+7Eny4SI7d+/SSTvURcHjly/jaoP2EbfvPmD3wT5Ujrs37/Cl5/4SX/zMc7z52uv87//od/npr/w0Gxu3WRoukeqIyYMjnjj/GI//XcM3r3yTF775PPt7h2xv7VLNQUQSU4Z5aj6tee21N/jdP/iHTO7cpbW8iFExSScOMtGyYnI4ZfLgEBVlzHf3WOi0WXroNKNqDpFkNhvx1sEuo8M9Im/YOLvJmUvnsUWNs4793W3m0zGjYs58/4jx7h6rmxtspF0Gq20i45hVBmk8KNcwCiCOY5IsJulExMoGM41wuLoIoJZqjrElkTWYck5dz4mEo5tkxJ02SVeivcG4mtJYhIqbvXjIrRFKgG+m7VWJ9DVKiRDoKZocQxuwZ7XwtCJNWRuEcBhjm8AKgXWuCc8ImyoRhdS9489/0uNTU/DHcdBxHCO95ThlAzhZuzkXOGHGmJO01mOgZZzEodjjBiRJjSlcmKarY7NEhIyCk8o7mnjnQE6x3hLFEZaaKNFEKqbwluFwwMJwkdqVVHaKkZCXFVErIzcWYWtqJ0Ak2MpQO4GUmslkgooSsjRisDhg92BMr99DRxHWh2NhVU3AeibTAicVw/4CveEa++MZIu0QZXOitMvRzoxRnnPj2jUGK6s898M/zJ984xssLZRkSYul4Qqy78inOfP8CDOZI0vH2VNnKA7nFIczpFJUsznj3QNE7VjqDxle6pEmLUxlONw9xFaWjY0zKJlgnebGBx9wsH/EIxcvolDcuvYhD5+9yHxhxjf++Td59vPPsvHFBOkla4sreOPp9/r8xI98mQunrvE/fvV3SOIW80lJ1knI0i57B4eMRkd8859/ldnBGN3q0IsSHrpwiaLKkbamFUehvUvavPv+Te7d2qLsdYiTlLTfYlbM2bn3gKIuWV/bZLWb8bkvPsdRPqWsc7qtFvfvaaqsRd8Z5vmEREbc+fAmMm0Txx2Y7UK7hSQjakXEOsbhiHREGqVNBqHCEtxnzkJV1QgHxlRUpsDXFZGKSDspoinoyhoQMgzlCDZYC2jCFN24mto6pHVognS3tgbb3MgyrZpEHUUUiRA3jQDThKgGBjqCML8SzfHdN4Yg5z6iNf+gx6ei4AWiwQm5ZjIaMsNwDttAJY/35Ug+MghITxSF3fkxedY0YQ/IpqBPYqQCj84Yg1eB+oIIX1O7OohyhA9GB9VIdwMlgU6nw9EsYTqahGQxKalN8NY7PNqG4D8pwBJOFa629DsxUZySzwtMbeh1+kAIJJxPRljvGR9NaPcWSFttDqY5Vin2DkYknT6PXH6KyggEO9x867vEacLkzl3e/u67PPP4UywMl3nx299hpb+ALQ2DtMM8t3jjqY7mHEwMtih59OJF5uM5C4M+H1x9l4cvPEzsFW+8/SbWeDY2T3Px3AWiOGEymXL69ENMpwaT11z/4D3e/+67fPDWVR69cInTa6e5Xd5hcyNBy5jp0ZTFwQKZDNFfg3aXjm7TvvQkX/lrf844z7l3e5eHzl9EKBiNCp7/s+e58eqb9JaGnH/oNLvb93nt2y+gFXTimF4r4atf/Sr/3X//m/zlL36Ba9dvMXqww+zwkAsXz7O8tsrsiSuoNMGLmrVhl9pZLp06xayYsXXzBmmU0slanBp0KaoZ+0e7jKZjtj78kChtM1xfp522UU4QEXBSumn/YqEbGImkJkzpvfVoGbgFJi/o6qAFSVKNEMGDH7x4ikQGLJZvxDySsGPXgeVCaSF2oUiNMUgZEvO8Drgr74Pxp26y4GPv8E7yEQcHhFJIrSGKgsmrkYoHZv4n19qnouCP0c7Ce3CeNAprByElRVF+zPbKSTCFSsIRLAhvQi48OvTzSim0CmTVEPER/MbWHBc1YT/fKOyOLyQQjvxSyROKiQY2NjfZm+3hpkfh7owkrxyxVlgnyK0A74glOCkQQoH3za8n4LeTNAapwwpFxwgTdrCD4QIqblOUFXfu3GVmNarVY15aXnj5NeZGEYmEx65codPpcPP6dbZv3mXrgw+5Xl3n3/qZn2Xn7n1e+c5LfPD+h/SyFsu9AVmUMpuX/Kv/yk/w4O4D1i6vsLe3y2jviHw65+rb3+Vw/4AH93bYvvsA+UOBvgOSg91D1lY3obD4omb79h2Wh4tEKF7+8xd56jOf4+rb73CjuMET52tGexGLZxeChVMkuMiRLmR84fNf4MOte2xPcmbTgip37B+N+fNv/AN6rQFDlfG9F19lodcmKkIqjaos5XTGf/Of/xeUcszBwYjFhWUoKq6+d5U0TVlaGHL21GnWT29S+xJjc+JWyqyeMyv3mc4Kdu7vMFjooVodZvOS4dIKveEC+/NZiHrGB6iKV8RoEhkH64kV+MLiE/DKUdcWaw3SOupihq3DcX550CFtN+pOwBO0I1ZIrPAoH057kQw580EpF06qkQ07dmVdsNCKgKyWKuRPB/KOoLIe7V0ofOe+r+BDelIAe+AktQ2K1GMG/ic9Ph0F7z3emWALJGjoj4/0AdEbkWbHwzePjnXjfAspMseim0jFxDqkqxprkQ6cApA4b5A6IoqjAM9wJgyj4igkzYjgRzaiCmIeHyJ9pRCsrq/wmHycWR046tYrauOa9QpYE9Jcq2JCEod1n5TQdZKj2ZxOt4+UMffu79DuDem2OugYKlFQy4RJXuKdYG19k1K2idsDfNyiv1Tw2jvvc1QYdt6/yWhnB5PPUSieffIzLAzX+NYf/xlmnvOZhy9z+ke+zO//7u+hakmcaOJOxmjnkCuPPMbkaExxOOPKpcusLi/z9KNX2L67y81bt1hdXeett77Liy+/SpEXPHnlae5f32F5cYliUrA4XGZ0MOLcqbPoJCURCauL62ysrjPaHbEyhO1bD1hZWmGp20FFKZPZlGHaw69K4tYm87rN7t4+33vjezCrGOiE/O4uz2ye54V33uHU0iLSemILSaR479Xvcm9yRH99jZWNGTpKWVvd5MP3rzPaO+QXfvFvwmpAVLV0yng0p4483o9wVpDPK6bjeyT9Icsrp3iwc4c0jbh4/hKld0xHMwYLCi07KKFRIiDQMA6b17hYYEVNZatgnxaGTCV0MkUqHbodYYmIBJTFHCGCozMWjkoCTiCdo/I13hmErZHUSA3WeiLjiZynk3ZQ0gVJLTXWS7AejQ95eT4EkHgXNvbHj9q5EFtVBkltq502rIcQR/5Jj0/FHl5KiCNFmkTEkaIyBqE0SEWSdEjSFkLEmAYfPy8KSlPhG09womMiqQn/REQiJiIN3mcR4aVERBEi0RTOMq3yZiVnkbHHS4OXBrRFalAuQUdJeN5IkwrJ+Y1NHjt7ER3HlGVBWRXUtcPLiJlxHDrBXGgmxlLUnjRtM8srrEg4LC0HRYlxEuEFvXbGytICSRLhBHT6Q6LuEB9l5IWhrCw793bZvbfDsN2lHUlEVdFtdUmyBZbWzvC9qx9we+sWT33uh7jy5BX+4Pd+j+88/y3+1s/9m5w5fYrt3R2efuJphBEc7B6ACXTV6XjMoNNnf2efTqtFv91ldjDh8YuX+dm/9jMstYbsbT1g78NbJAhiFaNUSmdhie3RnBLFh9e3WOgNubd1H+HB1hVpHDEfjxjvHmHmEzqZpJ16Vhc7dCW0nUBVU669+TKrSRt/OKM+nPM3//rP8k//l/+ZllAkddgwlFPDaPeIpbhDt/I8vr5BjCZrd/FCUownzPYPmc9nSKXJaujImNHBiL3dA6zx9FtdBnGL+dGUcprTTdq04w7Ka3AaVwqKWU5ZV1gBlTNUVY0rDboEO8mpJzluXhF7SaYzYp0hvEKomNo6jIXKWKJIk2lItUUrT2VCPz4vDNNZRZHXlDUYK6gqT2UlRsW4uI1HoZ0i9oqYYBdWQmOtx5rwXLUNLHyBQYpjzb4FXyMwKOmoihxnanCWuiw+sdY+FXd44MTgf7xyOO7TI5WEPXxd47zFVBUqUiEJxFqyNAvDlGYf73CNNl7iCNNMlAjZ8SWIWAWpbpRgvQ3PK4KPXkShXYikxulm7afCLy/NUpaWV7mxtYWOHNIJZJRifLDcGQvWh8GKrXOU0PT7CyjjKMoCnbTodAdYD3HawsqIdn+JTtZnNDdsfXCTvLIsrZ5F6IR5PaUjMg7uPCDRCf1On3yas7SwRpa2WFteo8gLnv/G88x2d/nPfvXv8+6bb/LSi69w8dIlHnvkCb7z/IukusX4YMzjj1ym2My5eeMGX/v9r/FXv/yTPPHYE/SyPvu7h+ztHvLEY08greTW1m0OHuww2hvxpee+xDeff54nHnuCF198md6FDtdvX0ca8JWlmlUclUd045xuKyPPp8SxIIkV3pZIGTPot3F+SjEfcfPGByzFLWb5hNXVIb/+6/8t1v8S6ApMADemSUZMgrGeg50DXnnhZZZPX6CdxHSjjHYU8eD6bc48WrM7r+kuLVHlcyIZsXtvF+VE8Pn3+vgkoc5rjKvRSjGfzOmtrOBVhDOGCIUwjsIUTXCJwvuKylRYbZGRJFZxCBTRCi8DxMIJiSBEkplg98Qhkb6mygu0FGAciY4bLl6NsR6dxMSRJMEhvUVKj3N1yGSoLUrUCBzKu4aCG5BtsQR3ws85VtWFI7xv2lJlPBgTIqY/4fGpKPjjoVyafmSIOSbgCG8+ugjI4HoLDLpgjnGCQJhVocNx1jbk2uAqCjlxglYrEE5RssFU26Cd9yYEWBynvTa9PaoJcZSCrJ0xLmcsLy9z6cYjvPTqm+Rlxd72Lv3hMkQBTChERGUMtvbEsqLVkVRHOUiF9I5aOnqDBeK0y6SsGA5X8GmHN77zGq3ugERoPty6S2E8s8JTe02VV4zHE3rtHolMePrK00QqJksyDvcOKZbnfHhwxNe+/k+JjOXJy49z7b1rnN58iGc/80O8+uJrLK2s8Wd//Kc888zTDDsDnrz0BLOjGe9ffZ8zGw+hhaadtjGl4crlK7gahu0Bb7/xNhfPXSKWMevLawxaPW5f3+KZy1ewhWF5sIgWmjSJqaqcXMSolR7OlQiRkKYaK6CdaaYzz+RwhzI/CtHHiWAyGxNHAoVDKYGKQhyUM2WzhRF0OhllMccWcwSeTMasD4ZM9w/oRRmtVFHklnyaczTeoxtlTMuKKGlRVyW1zamOZiyuLCAszI7GdAcLGOFIslZwnxlLVYXjtkOAMyT9BOtCwAU2OC6JaFRxksrakCQDwdXmArlGeoupHbGCSEaUriaSgkjpsP2JBEqGvbsEjDdILz4KhvQgfaDYHM/gfRObEjDsjc6skdGezKC8by5W4c9PenwqjvRKaTqdTkP5ENR1TVmWFEUR9u4+cNDSNG36+1CcQquQyRVFIR2WAKe0wuN1GEIJpciyDO+PY/8cpq6IktC7t7tt4iQ45I4Z9scGmuO4KecdSseoKOHpp34ogCTSFlG7y9z4JnU0QuoWyOCiyp1mVtQcjebEMiWVCZ3+kLI27O2PmJeOonbsHkzJWl1mpWF775BJXvFg94BpUeNqz+rSKouDRep5TRZnHO0fcW/rHq+/8jo793cQTvDEY0/S6/SxVvD6m2/zxCNPsDJY4uU/f5nPPP0MdV5xd+suz//Z86wtneJf/LNvMRvPmB5NqYsa6SVnNs4gjKCYFJzdPMujD19GeMXkaML64ipVXvHME09zfvMsVV5R5RVJHDGfj9jf30Zrj1KOopgRRZIkUSjp0Bi6Lcmwn7A87BFpiGMozYysFzOvJghtiSLCnc6UJIkmSTRSerQWmDLH13M6WUQkPaK0mHlBOZsxOxqxv3vI9oNddu88gNrhS0uqU65f+xCMRXlJJ0kZ7e0HLmJpaCdtYjTSgq9DXLR0oYD63T6KMPjVUqOFDqElxuPqRsNuGzSZFZTN0busDUXtcCLgMKSOaXd7JK0uUdpB6RitY6z1GBsiroz1VI1LzgZKfnDMC4GXOrwJ0VxRiSMAACAASURBVCDR1MmbJwSGICKcVxgrsE7i0Rj7yUO7T0XBCxFkgmVZnggHpJR0u90TDfwxECOO4+Z7BMZahAxsuLwoMNiQAuMdVV2T9to4EYQ34VLpiKUiifQJwlo0AhznwuDv2EZrnUVq2SCuNXHaQscJRVXzw1/8yyTtPkbF5MYzmuR4p6hrhRcJlUzYLwx3j2bs5pZ7R3NGFezsjzkczckrT5r2mJchL07qNlmnT6u7QGEEi2un8QYUivH+mFSlPPXEUzxy/hFWFlZCCEZhoYaObnH7xm12dw+pjGdldYMkzrh+9RrnNjfIpOKDd97hp37ir0Dh+L/+8dfZXNzghW++RBZlzI5maK+hBuWCO84WllbW5Ue+9KNINJnOGD84YP/ONvl4glaCU6eWUcrjfUUcCz744Hvs7t5n72CHPB8jpaXXiej3UjotwdJCzKWHVlnIFOgalXjG+Sgo0jQI4SjLKVJaynKKcyVQU1UzogiqaoqQNe1uxHCxg/SQRTG20a+70jHdH3P/5h2m+2MO9o5YW90gEpKWSqCyPHXlSc6vn2alN2TQ6YJxjPcOKGcFrqqpTYWznt39feajOdWswhaWal4Fsq0NXnNbOConKI7184VhVjlKp0IGXdIizrrEWQcnIrwMb6gYYcPNQQsFaCovKZygdFBYS26hsJAbT+3D1N/JYNE1KJyMUEkLg6IwPmQaeIlXMaWFwnjy2n1irX0qjvTH2OJjoqxS6vt6efjI6srHJpVaa6b5nLwO2epaCrSOiGKNVBrvw1FLqWPwX0gSqY3Fq+apfNABHEsUhRAkKsFG/sSu6wIxm8l0zmwyo1V3WN/YZP+D69R18FSXZdV4oxO0cExdQZUX2MrSHS4zzgtUnOGsxSEYTaZ40aKuQccJsiyZF+UJ3mttZQ0tYnRfsry0QiQj2nGbw9EELTVKKG7fus306Ii1lWWSOCNJIvb2Dvijd/+I9eEKl556kk7W5ud//uf57d/4H7h04REm+1NufXibQX/A66++zr/2Ez+JrS1lUaKU5vDwkFa7Zp4XrK2uo5AcZHtMDkc8dHqDVusiOtZURc6g32N8sE07Wzo5oXU6LbzsU9cFWsREsSDWAhdHfPapJ1he+huUtWd7ew/jalQUMuDqvMKYGqVaCBnQVjRvTjh8FGYsRVVw594dHr5wicOjEQezIyaTKaOjQ1xlWOwvUNua0XRE0smYHh2RtTSnVh6m1+4wqQy9fh8jBUpqajxxnFB6S2kMRCFbXjiHEg1YRQY3prfN5sh5clfgfY1wYagnhQQRYCqBSnPMtmmUoiHCBOMMuCZPUDShKIQAC+8CQdgLiRKSGo8QEoRGuUC9FVI1+e/ff6/2LiTtBIHZp7yHlzIktB4r66QMMVLee+ryY2ID0fTe3iIk2No1JNowgJNan0AuPBXE0Gq1Qh64Dxl0pqygAf4fF/xx2yCFJNIRrol9Ei4AAYuqYudowqyoyXxC0mpx6fLj+LTFa2+8jbOErLBmeINQqLRFVRmMqTic5zgzZ2MlJkmyhj4KCEWWJcyNZ7x3wNHRETruYCrLoNOjlw04f+Ys46MJkYyo85qtW1sIJK2sRd2r6cUpS8uLtDs9siThn/ze7/Mf/PwvohsI42w8YXm4wr/9C7/IN7/xLWxZczQ6Che+ouTrX/s6P/2VfwMc9Po9vPO0OpJ6Z5el3pB7d+6ytrLGsDtgfLSPlDCfz8hnE2IF586dpZVqsjQhiyPG4xHt1pClQYeolYKpSJt2qXKGL3/5x/nm8y8ynk2Zj0fM8hlRu4WQllYrZLc760+61/AWuAfLa6u88eqbnF3Z4Iknr/DgwTb3JiPqeUnaSmknGbHSDQjFYaYzOmnChXNnWRouoRJNe6GNkQovAiA1iVvM65CFEDVud2Nqep120HEQNBwSiWuSZz2gVYCOepsiNWF6Hnm0CsIxi6cylrAkDoNfAWCant8HJDo+0IplQ56NZUiNlUiMDws2KTwGkErhG/vrcWt7/PA+iMvC4PpTTq0Fwp5chjt7GrUAguBBq0Y/D2VZYUyFc4ZOv0OWZVQ26JJxUFchCVZqidQCcSxOaNDWnhBSYL1H2IDHlsf8LyHBeeIsZmpnYaCXG0bzCcZ74rhFuzdASsXcSubGcak+x+hgyp27D5jNDCIzGOkhzhDGIF1EnGlG0xKFZn9ccnpzmZ2dQ849vB4SUFTK9vyIB1t3MSJhKiq0Vtzb38X1PVVxiqTdYfvONsoJfOUwdc1Sb4GWiJkdjtm+u0evZ7j2/vs8feWzvP3me1y+eJGVYQcXOTrdHnXueeozn2UyLnjnrat0Wx127t1Hzh23373GI5cfDy/mWBPHGWc3NpkcTVjsD5iNJ2SJpk5ikjhitT8k3djElHNaQjDstun0Mzr9DmY+Z23pVJNfDiQtpPVoWzLo9fiZf/2n+Pof/ocMO21MMaeuDQ9GE9pZRq/dJtYS64KL0WlJhYc0vNB7UcLu1j1+7HNfJGq1sYdjpvtjHnv8EsYZdvcte4d7rK+tM59PidMEoXN6/T46SrDGIvIKqUt6cQLtFkYD1iCExghPJFKiXp84i6lx1LbCOsu8KvHKYaWjmOX4nQIVK2QuoAhIcx0pak+TeuwQ0jXCHB907gQRTcNhDQXtw+AP49BC4mSIV/MiyHEtIHSMSlWYcZxss8KNUAjR5MqHcV4AwHzKhTeI4wl5UNMZ20RDK0lVG2Z5HvzwQJa2SFsx1tTk84LK2YAPkJBlSRjmNZnsXjbBE/IjrPUJqNKHKCrhBGk7BQIXbORH7I+PMN4Qt2LSNKUz6GLRTERJnGUomdDyEfWS5CfFT/DSK2/y1vduUNp5oPX4kspKlIqBYM1VQjIrK8bTGZYwl/BGcX97m1deex2vU9bPbFIlbdpJl8nhmOnhmHe+9z1OnT5Lmmbcu3WXO1t36GQtDh7skekkIKqQ9Np9fvEX/xbbd+9RH00YLqyEKbNxTCdzkiTj3EPn0D8S8eiFx/n6P/lD0igmzlq8+NLLnH7oHN2FJRyadpyiJZBkoBxUu5iqZGV5yHR0RCtW9HttpIvptCI2Tq0g4j5Lq0toLZs7taDGo4VHSI9OE6Ksy5UnL3P50QscTSZkrYjReExVVZRFxWQ2Iu510TFM8zmyndIdtGn3F3js0Sv8o69+lZ/961/hmStPcvrUOoW5R3T2PNVszjSf0kkzXGfAfDoPiGtrcZHAOijrwMmL4jTEa8UptfcoNMqbEJChBFSOioraOmosta9CUGQCpq4DANM4lNdoYpRo7rrCYTwIbziOn1BwkmSs8Jhmrm+b96EhJeORMgo3Ka0bcaghiiRaOLwwzIoShT05jTp33O4GeGV8Aq70RNGn3R57TKtpjvTOuZOsrDhJ0VrTabWaVYSgrkucDQTRYz28itSJdfZkvQYnPZf3/sRWG9xGNlxUhKQsS+bFnPFsTG5ysk6LhX4fnWpUS4FzaC1ZXV7GK01pwsDGVmCt46krT3D3T/a5tz0NKx4HtddoFDiBCl4+NIrCONI0xkcptqoZzwuGi8uodo+DoyPevfUuSkb0sh7rS6s8/eRnuL+9z9HufmCS14b7R9t00zYykdjKcvHSI6wur5HPch7ce8DDm2d453tXwRSsLAyJ9QGn1x4iUjGXH7vMsP+AGzev8O0//w6xbnFqdY3vfOclvvJThnYrZWNhmTIv8EWFxGHqNgd7c+oyvH/z1nV+5C89x/ryIlU1ZWFxFd2K6Q06xGkSlGXNWrWoS6QMnPV6NkYpwW//9m/za7/2a7z1znfRWjGbzfAtSyQE2lmqwtJf6FNrQbe/wNnzF9m5fYd/79/9d3jus8/xyKXHuX1boW3B5YtnsFJyMDni3v37DAcDDo4OaSUZOtJM/ZgkaTHPC2IpsdLiRI3yKsQ/qZD0YgmrMp1IVKSpigrXrGq11FRlgfE1YQ9nkEiUFCgpQjyUDDRcIyTaB4qNJ9Bx65Ne3qIalo1pjt1ahlVbFGtCZoVGCRdwVjLEVdsmiSY8x3HYyvExPrxfNy2B9x4nP+VDu+PH8U6xrhu5YKtFVZuTi0FZhuDGY8GBFCEt9tgl547V602RuwZH7XAnF4GTi4EPPuh8mlOUBZWrULFic3MzpHumEUYbojhCRBKLxlR10PBDSKdRgiRNKUdzfuSLX+JP/sU3iOYzJqWhbkCJgUGo0MJgrEPNcmqhmM0LKjSjyRTihMl8xsHhmNWlZYQVPHTmHO2kzTtXr+KtYmGwwM79PeI0BQt1bamrKViYTWZcG99AAK1Wm6ODI2Ids7y+xqVzFxDOs9hb5GB7n7t373L5kcdIOjs8dO5h/tkf/Qk3bt5m+8EeP/TUPZ584gr54ZhOt4Nc6FMVBfS65JM7jI/2aKcpnY0VvCtZXbtCnif0+z2yfgviEP1lMSglcUYQpWlANHlDmgWk9rzM+a//wX/Fr/zKr/Duu+8y6LQ5Gh2w0Oszn81ATUmShNWVZZZPrfNge4fT6+f4uZ/5G2ysb4Dr8vy3bvD4w2c5OCpQaYyZ7NBKYm7e2mKwPKS3uMDu/i6D1pCqcqwtr2Dw5FWFcSWyKuimS2jrsJWldp4ojfHOB9RXGoEN+hDnDSLyCBukngqPiELpKRVCSq1UIa4KcATRVxCBSVQwxgY/PBLflL3DI1UUPqPDKSEMjh1CSCpTBddNbYhkcHke14k7+dpwF7PNUd97sOpTT7yhOaaE/2gtoxOCrRACQTiSw0e++KCr/wg7bW1QRXnC8+hYoyIZ4BhNhO4x764oC6IkYj6dM5qO6HQ7LCwsEGdhH+9UuHAkSRJWc0oghCZIRCxKR0gHuODwGyz0kXPLj//Yj/Hym+9wfWuLRAiq3OCsoLAG5cPx2gkNOmJ3PMapFl5F5MUEryMuXLxIUUIraZHFbVbWTnF6M2W0P+Vg94Buu8uu0mRZm+5Sl+nhmHarTb8/QCpNUZTc37rNSqfHqeEqcZLxzrvvc+Ghc9y9+4Bzm6ss9mus8awsrfDss0dsrm5y6+YtqCz37t7j8oUKlWTga1pJGGIlqsvRnmLpodMIEaAOaRwhBayfWkEmGhoPg2h+H84FKKT3EMfR8S8ZFCz02zhT8Mu/9O/zG7/xm7z88st86S99gUuXLqFVEF5dvnKFxeUVvJCkWZt+NsBziTwvKEvLZz/7DPe3pix0UmbW8ejFi1y7dYNnnrzC7fv3iYViMh5zbvMirbTF3t4hSavkaD5FRJqsnVEVoT+vy5ra+ybaTCKUpJyVeB3SjMLNoQy2OeNAh8CSSEdoqU9aRN8AKJI4QXmD8xpERW1qhBJYmlNoo/qLFQhXEwj5FqQIfg7nQsyVC3mG0ocNgW7WyAKBkPqkFrz3lM1NMp8XyJmE7AfX2aei4D0fTR2PC/+E6CFVyJk7URY1d3j8ia32+76vUSR57ynyHI8narLkjwveGMN4OkZqyebmJsYGtZ2QQVprTY2SwTgjGydT7QJ7z1tHVVnKylJWAqlBGIupwgXi8qOPUjrH29duo7SmaljjeeEYtjvMK0OrrplM57SGA5Cadn+B0WzKex9cZ2P1DPNqxigfsb8/YjarSKIWiUowzqGjML/otDvEMibWMQ+2d2h3unSyNpcee5S3vv0S3331LU5vbPDc557j/v0dlrsDbt++S7/VJtExyiqEgaXlNQQRmU442t6ltp5Ix8Go4WoSJdBRwvraMpPREd1uG5tKhos9kvQ0qgn2wIfBKt7hfUMsIoiqjkdI3oY1k2guAOfPn+M/+uVf4mubX+Ozn/8sz37hObSOcV6AfBrrPVqnIYik9ug4QmUpcV7Q7ZxneeFxhv1nubV9gbwcovQF9kcjFhYXeP7FF9BSk4qYelqAVuhUUkxyWsMes1lJWe2jY82sLtBJilQdVKygCu2itQ6UQ0sQzhNFCudDPh2qAZgWBU44EhJUHJEojatLnJdoD0oqPJLahdenALQIr97aeSIkNNFQRVk3BR5kt5FsTgQywntDE2sfsuuUCmtAH8IlS2ubTYg7mXf9oMenouCBj8kEQQl1UuDGOvzHaDdKBZGMdxYZ65P+3HmHqz8qeJrQPussrnTMiznWWVqdEH80GAwCgz6NMNYgY4lpZLxpHCMjiYoVaSQxWJwxVLWj8oa8ARQ6HyFlzGgyo7SC2se00w6f9c8i3lvi+s3bHIzmOCGQ1pBXhna3S7e/iFeaqq5xUjMr51zf2mJpZZNuq83yYJm6dsyKGmNm1LlhOpuSqhQa2ObBwSFZnFE7Q5qkaBnTanfYvX8fHCwtLLG8usn97X1OLS9xcHBES0co4+ktaYSIGWZ95rIiPWURCFYWPKWNGc9GrCQJ3U4bJTxlmXPx7Gls/TDgkNIyGCwjqCDugAgSZqREeRPu5Mf5ZgKOd8ZCyUAeMRacA6U5tbbE3/3lX8JHIOOYqioRKkLrCI3EWYPwGiegEha0gkQSxZLNh8/CPOfh9llmecVgsMSd3U1eeOUVPveZz2KEY9BZYHe0z8F0zNvX3+L+wQEyjegu9RFSkLQSclMxXF5B65LYtwGwgmZ1ZhCRotVKGQ57SLlOu5dxWA8DzruytLJ2eL0ZTwkoL5ufgWpiwUu0IgwIFUTKI7Bgq0aSG1iM3ng0NKM9Bc7ikE0/H3b3xzdDU4dR/7GG5XBSkKYpxiuy6BNu73xKCv41IUmjMCnXHxPWSCGwzZEeQu/kTYGUYaWGdwFfbQPAQuimDZBBa1+YnPFkTJzGtLttlE7RTZ/ZLEOC6UApqjqw2YwxlHiEDwme1GCFY177IKGsLU7E4MK+OK/mOOPptQd4H+GSGFFZHlpdo8oNqRwxnhSY+QQrEyalRY3GTEWErTT3Zjn394949rkf5dzFC8hZhbSSqrSkk5K26lMUBe/ef5fKzYmiBJp4oizr0I0SJgdj6nrGg8ksEH7jmNXVUyytLFLPC1ZXVljtrLI6XGR+NCOLltna3kfpBJRgcrRPqmLGoyOqfo/CKeJsQJZG9LsterEiUgKlUmqTY7G0syjEalNjvQ8RzLVBybBLp9lhc/Li9zjjw90RET5v6pD/h8dFYIVFZzGimXKHgJLw24+Pc8EQJHGXZq8FSQuNJ64s2pScWVql/YUvsTMeYWPNQnuFqkqYjSz3rl9jXJUMlhbYenCXrJ2gYkVvaZne+jqZUEQqZTqfUXnLwsoiiyuLqEgwGo249+AAiyU+jGkPshD3JDVl7nEFYaCnAp5KE8RD1ji0V+TGEXmDrWusPN6vO5T34QJhwDiBtJZUeWIlcV6Q6QgtLEKWWANKh5lIVVUIAfPJHE+AcXhUY//+C0zphRCngd8B1gjSp9/y3v+6EGII/G/AWeAm8HPe+0MRGotfB/4qMAf+tvf+tf+Pf0sA8QuBkeb7uNreCRAuxAUJ36jxHN4ajPOIRgZ7XOxRFDEv5oxGY1QmaHdatLvtk0w55y0+xG0Gdd4n/AiOhTkCEXTPzuGcRwuFEQFDFOwPKkhD2xpnPhL4LC0t8cErd7h/7y4r66fpLazw7o07iNLgVUKcpuwXOc4LZvOCg8NDoq27MCuJhaad9nA1TMczinxOlReBI0+EVBphLPPZnMFCi5XFZbZubYUhJj4QbZKUSGvSrM3+7gEXVjsUec3u/ghT7vPK2++QxBndrI23R9yb3KCdTZmOD3noTM7enmK5ewateiSRbwalHh1lYavcrDe9tyfymHCyd9DknAXJ3EftmSREOjVfCUIiguKE2hqEUGjhkTgQtnnWYx6ca7wQstkCKMJYW0IxJ4o0K0tDRuOSTtqiRlAJmI52Ge8d8PprLwf7qLHcubUV4p9sm3anQzdJwgrNGiLR4/yZcxh1gWkV8+DuXYq6bAgzilanRdJKoNF3hGuQOLm+BXebx0iJ8hLfeO2FN0CBc4bcepSzweJa10RaIkVMJCXChq29E5DECiU83pWBS6+CqMYLsEWIkTThRYoSYVDoPUj5FxPeGOA/8d6/JoToAq8KIf4E+NvAn3rv/0shxN8D/h7wnwJ/BXi4eXsW+M3mz09+fEw5ZJte5HhgF1rBpj9s4pyD3DUAKI4Vhs6FY/s8n6MiRdbO6C12EVKEoAn8SeSUkKEZ+iRg/3GwxXHRK6XC8VJAVYcWw7rAB7fe42XIlYtbPaxQSCRaCT733Oe5+X/c56WXXkSlXZxuI5Vnya9R1hasYrJ/wKDV5tbtu7zxxlustPs8/fjTDLoRadJmd2dCPpkjPEzHU1aX1nEe0iRjYbBAMStZXV+h0+qyv7tHHGlsZVjo9tm7d5/D7X2++MNf5P72DvNpzuHOAVffeY/3r36brdtbTA/GSCHJsoT19RWGwwVubazyzCNn6IgtEjZDsGQc41XooxEOUxYoROjVTyQUxxITON6PhJ+na6hCx58L6jkawhEIqM1JpLOTge0fBCS2WbEKvA/qOyETQIYcd2ObJGBDXRucM0ggjTT5fM61Dz7gcHTA+bPn8TdvIuuCVq9DVVegYGV1jbwsWV5c5vSFCxi/wq3bdygoIZKoKCJTCTU1aRK4C5gGla7D/Mk3Ipig2uTEVRf8dL559YYjOTrB+xonQttjS0+qQLvw+k50gtaCOHFI6bG2bk48tpnwy0bKIxuGfRNFLVS4wAqB0n8Bpp33/j5wv/n7RAhxFdgAvgL8aPNl/xPwDULBfwX4HR+q6QUhxEAIsd48zyc+Pq6Zr+v65AIgCS8wACc8lQ2BfSIKwzxrLdPZlKIs6Pa7rK2tgYS8LrE2/DLysmQym4CAbr9L1srQSjc53j/w//kjVacnDJpEaCOyLMGIGO0ElRNQmTC9P8YbRTHOOUaTCVqnPPb4JYYLi3zj298mx5KoDrO6pis0Lq9oSQ1xizy2XDx3HjfOGSws8Oqbb6FERiwy5uMpEomwUOUFnU4v3MVmJYmKeOGFl1hZXqGXtoN3O45oxy0uPPU5uq0ud+/e5x//4R/y/vd+gxvvvEu31UOVLoAh2h28cFCX3N66xffeeYtEwbfais8//RQ/85UX+cJzn2ft1DJRpAIyLJJoodBeNVnkxyITh1QevGvasKZ3b953dU1YaDb6cu/xpsE0W4ewoVilDHlpHA9kG9ZLuJgoBAaOLzbeIqQmiiSqlRFFFiZz8oOc7Ts3eezikPs7DzicjBgMBuTWMMnnTMs5i+tr/NiXf5xX3nqd3Qe7WPch6BBo2h10cCoLCro4xvo4oNVkwFBNZ3NUrPDKhwBSCNcwB1gNCJyUzawnyK4tYaujGvacQiGSDKubtkVqhHaUpqAyFYkCYZqUWvUR9aa2HmMUlYESSSQ01gliHQV7eZJB+YPr7P9XDy+EOAs8A7wIrB4Xsff+vhBipfmyDeD2x77tTvOx7yt4IcTfAf4OwJn1le+7w388WLKYzlE6CHPiLMF4S+UsRZFTlgYdRbS7bZZXlqlM9ZEmPopO8uTyIidJEpx39Ho9kjRByWOVc1jZORkwV1EaUZUF3vlAs3U2EEGFCgNDEV4Qx1ZcB6goAqlJ05Tc+IC8Kkpu726xu/WA2Szn6Sev8M3X3yBOUsbjMYvLm+zs7dPrLzGa5kzykum77/PUo4+joojPP/sc167dYffeAXVVMxtPGHR7aBTVvGBaw6nVU1SV4dIjjxIJRTXLKfOCXtrGzAvuju7STm5z/eY1nn/+20z3DkmimF4Uc3p9jfHhmKOjA+IkotVuIWIFp5apyhm7D27z0muvkM/GFPmf8vO/8LNIEZjq1BaUwtcG70O7hRRIAc5UBPVXOI4faytOPNvCNTd3T10a9DGtGI1wHl95fOQQxoY+v9lTQ0VjeQynQC/w6BD/ZQ04G479QhBLaKWSC2c2yXPFxqlTDOsSGUfsjccMVoaoOOI7b7zOH/z+1xiul6ytrCGiBGPDekw1gAkEeBvCR72HssiDhz2WeBfaSessGNCpprYGX4R5Uo0jS3SDqXIYJ0F6vFAggsEmgpB1KASVtdiqRNkaVQc3pPaBV+ekDde/xmRjUZROYIRGqohIxqg4Rscxcbv9Fy94IUQH+F3gP/bej/9f2Nc/6BP/j7Oz9/63gN8C+Ozjl/zxnv3YAqtU0NArIYiVpnaWcp7jtGNW5qhUsba2htLhWF+W5QmOOoRJBOusd452qxOSZKUg0jGRjvHWgIBYB3hD1RgjRCy+70gf+tTQBkipsF4gpGqEPwK8DKYdqamqKkzyq5pyPsWVBqqCcjoiSTtsri5xOA5ef4DBwpBpPufSI4+iWh0Wu320hXevXmM+rUhaAxYWhuRFxXR/TBpl9LoDjg5HYB1bW1sMl1YYjyZQOZYHQ7rdNqI0tNOMtbU1bly/yQsvvEQ+zsmihJVOl56PuHX13RML8Pb+PkhH3I3oLwzoDXqsnDnD6P5dXnr9dfZ27nPp4is8/fQVOssLeGlCW6TA181JzDd3bq+gQTsft2Kh4MPhNlIq/PwcCOdCeph1KB1+lkoK4GNWxmAbgROA40cS0vCx0J45QDV0GK097SwG0SGNYsbFlF5vGR8JHrp4gbffe4cPr96mP+jQ6vVpddvM8gJtM9JWRtbtkIuSpJOSplmDNrfNRd7ihMOqQEpSsQq2au1RsaLyNYUgKD8jgUtqYiK8M0RZB+KycdlF4Gu095gqp6wMsTTEtSUWQfdR2UBgFlicEwjrsMbgbHCKZq0O1scoLcl0ShzH6FSjo+QT6/hfquCFEBGh2P9X7/3vNR/ePj6qCyHWgZ3m43eA0x/79k3g3r/kvwfgRGnnXJjCK6WoqoraBa1Rp9Oht9jD1v4EixWsrME9J5VEyyD4sI3WXmpJFEd4J3CWkyLOp1O8lyfFfdLbH//ZSHePV4Naa4SMEF4ivMQJi/GSPM/pZCnKeZSH2As0nk6rxWTvkFTBZx5/lNe+e4OtnT0mxZs8+vhTzA4OeePtN5G6TSwEp5bWOL3xEFHa5s033uPOESlS4gAAIABJREFUjbtsJm201LSSlDIv6bW6tLI27ayNTluoJUXkJCsLi0wPDzm9ucJ0PGE2mfHqq3/MrQ9vEyvNpc0z7L5/jfG84vGLj3IwPuD+9n1Whm3mVY4FdrfvMymmDNaXWDq1yui+48GDe/z9X/1V/uD/dGBrrDdoIZve3IZ2wzV3dRGST05kns6FYvceJcHikM7gvcQYi/Dh94eThOGybgai4LUGbFjnfX+PBY2mrRnuhL8LUBp0DVp5tHJ02m2Gi0OcFjzY3+O9q1dJ4oSzpzeZOE/U7qCSJdbTS2TZIyAFs7IgS9JATCpLyllFXhfhtCcERA4iDzo46XSiccohx5LS11RSIyOJ+L+pe5NY27L0zuu3ut2c7vbvxY3XRGT0ERlpZ1SaxNhlbGHJBSMsFx5QqpKxQEgIZswKRjVABQMGSEhMkEAuJCiLAQxKSCUBKkoq2+UmnVnZR//iNffd7rR779UzWPveCFyZNsICBVu6Onr3voj7ztl7rfV9/+/fqKIjGGRGE/HZMjFQfI8TSmpkStRmgiCRYw8x4UcZbq1V2cxyLmmyIheFnhQkqVGVRKEwWmLqBqV18bcXfwnQbkTd/2vg+znn//wLP/qfgd8C/u74+j994fv/gRDiv6eAdau/qH9POdG5nkqp4t2dSqm8G3qCdaw3K15/8y2stbSTKUkIfE8pL2/KrnHB3hhmKKGKakmb4g/uPYhIVgLfD0QR8DdJHyIhVC7+Yrbs2kIIRM5oJTGqZIhHSjxR5zw+wYBkcJEQJQRB51fsfAkkdNeebrXl8ukzLq8umKfAwWKPN958F71Y8tHjK5CK03unXC3XtO0ed/ePeXhyDyMqvvPd7zMxionRPLk8R8Ri2z2taqTQbLoO0044f/aUuHX8yr/0V3GbgWE58Ki74M7xi3zrT77NH/zTb9OtBr72xms8/tGPODCS3kb+4e/9b/yt3/h1QlixXK1pddFfN01Lso5wdkHz2gPMtGZ79pSzywv+u9/5b/ibv/U3CDIyPz0F25EAZzumbUOKHqlM0Q4kATnjrC+les5UprqB8RBEoi+TD6UUWxfZbrc0pkUC7aJCNQI9EUQB6ELWyaEEhwjT4LotlWkgB2RVEWPC2YDUklY1VKbmslvTDY4kwCjJS6cPyFqy3myJmyUyJS6fX7AdLLP5HFlXtLMJtg9FKJMTWUKtDe3eooy9NMhWl0JEF7FX1pltv6XRChk9ru+hEkQNKQqciPhuh6+qwqSXESMzlQijYq6o57U2KKHRIqFEIkdbgDlVYqoL56S0QapSGDPBKEVV10UWnAObwf8/X/DALwJ/C/iOEOJb4/f+9rjQ/74Q4t8GPgV+c/zZP6CM5N6njOV++y/6BRnwRFTZxPDWsu06PJnFYs6rL94h5sB0PiWGm15Qjsjk5zz5m7joG8eaOPLlQwq40fxSxzKHb6obd5s09kYgxjhgNZaJIlPm7SkRECREEfWIiiRKRjeUZFujNS4qpEyoUNhp1WhEUFea+XRCsI7tsOX+w5fYf+EVHj9+wvHxPh9+9D5VtcdZ9YThxQ1NNeHV+y/x0SePubo4Z/nsipdffIlu22FmhgcP77He9Tx5dsbxwRH3XrrL82dnXDw+xwjDu9/8Bp892vJ7v/+7rDcd870DUkx452gXR1RHibcfvsBy879TVYGTu3e5vLqiVRVy/Aw2uy2d7ZlMWo5PjuifPuF3f/d/4PW3fo+f/+a/AKsVclIjh1BAuVzIOzhXRnUpkZMoZo4ZEAo7ZgyEBCkJUiw2ZCEF1tuBvrfUOlIhSNFBHTis9jDt6NWWMzFDDIE8bNCqIroBZcbnQAtEkqQo8EPAWk/TVgRfUHMhJGvrR8pz4MXjO1zvNlRKsZhMULrm4PCYdm9KM5uWYFKKdn1rt1hncdZRQkuLci6TSz8fy4amK8WdWYMwgl3o2Q0dNliGGJlMZ+RMiZ3OgRwdPhWyUh6f/4hCiiKPjTkhhKGqFEKVsj7l0q7uz/eLaEwVkpoNkRAKH0L9OZ52/3dQ+n/MT+7LAX71J/z9DPz7f9H/95/770LEp0AYnW729vbQbYMQhQoLgpxECdyDIjRQI0GGIiK4XewxElLABnuLxCstUFqgTRE7pJRu28Gbnh0+Z/zdVA3k8vvLLSkZ5ykWICfmjEwFcy6/P45s8gQpgNQsZlO8s0wnNatgmbVzemdxfeSTjz9gNvsqr7z2Op9++IwPPvmAiw+f8s5b73L26DnC1PS7nuPDY4Zh4PjkRZJLLK+W9CFQVzWfPX7Cwsw4nCxom5b96T4//P4Pef/9P6UbShLuYm/O5fWS+eEhLgn2Dg+4On/MdAbNZMbF5VNmiwXxZgSaS0ppcBYaBTkym05Yra75H//+73I0/x5f+7n3wHtkKmEKJeivEHEYNQ6lsoolWOG2xM8MQ8B7haQiREE/BJabSI4QssOrzOCv2dolqn2ZPb0ofXKGnCJEgXOBaVuwnTwGNeRsiDmREUgj0Wi23QYfilRZIGhNXQw2ZAlznNctR6/fIY7Y/3awPHv2nPVmQ9KURS0zk8WkVH5akKLHy1gODJnBgseP5b3An2/xRDCSelJTzypmBxk/czi5wwZLYyTtxOD79UgxEkhlkLrkyCH0+JxZumip6wqjDHWt0fu6pM5QIqZzjLgQxme58Ox/2vWlYNrllIjOlVluTOwd7KOMIanifOOc+zw7a+TJZ5HJASRyJJx8Pm+XY2y0VAKpbmi5ZUzJOIfXooB9QhblEePNBW43D+B2A4kUV9HeDQSpQWj0DfU3JXzyxCQJITHYRNd1JGfZdVtS8NTGsDeZ01PT7yy2G/jKq6/iYuZyeUWMkbt373J/cZfdbseLd+7x+Nk5d+/exURFspH5bM5nH33Gpx99RjWZ8uK9B7z+2usc7h3jrrfF9dVUPD97jnUe2w+EruPkzts83m7xITKrK7ZDTzufIlUkBMumS0wX/nZunnLGup42OfwAh22DXV+B0Xzv+9/hT//kj3jrqx2GGm1UQeZzIZEkUXj0KcbCVciZmBQ3pgwhJPo+4mwmRrB9wtrAahvRSkD0NCbyyY++w+GdKdOmQWtT+tecSCkiUUzbmpRKHmDWkHMxjTSTCiIMvSPhaJsJeecI0RMimLrh9M6dkhaMZtVtWW47LlYrlkOHz0B142FAASZlQQWjj0QfSbJo5aUpxhcCUcZhRhG8w3mHrBW60nhXWgOXAj57jk+OcfMFfYTerTmY1WM5nyAHQvS4GJA5IJPHJKjqKTH7MtUXEqH0bYqN9370Y9QjfqWQY/vzk64vxYIXAvbnCyopy2mhSxJmzJmcBEbXeD/SCdVI70gegS4hkySkkrelfEiBqqnQIzIPhZ+fKMo5KSTa6FuHWqE/P90Zpbfc4EJjbRNjxKdEn8YMsBzwIUCWhROvalyKaFkjOkvwDjv0bK6XaK3ZrNaIqaaez7l7NKWazPno2QWPnj5mvR1wG0/YOlaPLnjrzXfY39tHyJoffv99RMi897WvY9c9aZxbG204Pzsvo6Lrnh9953u88/rb7E0OmE6nOOvwzoKIzJoJ2+WGWmSuuiuUH9hbaMIwoLVgOk3E6DGqoOEpxRKqqSWTShPtQG00q85xenLCD3/4Ay4unvPCvReJPiBJxL5HiQxSkkLEhbLAYixOqinBdDJj1/f0FlwfsX3COYG3sF4OhOh4eO+Qi/OPgOK710ymuK6nahuic0iKDRlQNvOcEEqX0Z0L5JjwLiEpZqXJefbnc3TdELNk03d06zV9tCAadn3H8+sL+hgRWmGUJiKojAZTZNJ1W6MbjaxkWeRSlGmOzGUOryRDHMrpn4v/bMqJZMBmT1ZFJhx1oheOqprw4v0Dps1XuayfoEWC6FAEKlUTmw6RPIqK2iiaSUaJhBrzEqVSbLfb28pXSoMXEiWLGi/9ZYg3/19cSkhMBpkyldJkpfCiHAoxJMiSFEchzBgWGZKnGISNenijMbVBi+JIq7REmnKC57EnEqmMkqQSDMOAkwVlvblSSuPcNX+O2gMuBlwEnwSxbgkpIiOIJMkhodGEcW7rRxqoVpCTp5KC6Hqkn9BqTdMozlbXpACb1SXPnj9FqBYjTakkUuT4+JiDgwOUaXn99dcxUTEMA8/Pznj77bfZrHckpZhOF7gQ6Vcd77z7LiZKzp4/Z3/vhKdn52RnOZgvqCglrxs8RRyQ8aE8KCEmUihc7iyKkluSaNsWowSNhhcWCyyR/+hv/4ecXV7w9TffwlSGVTdh72DOMDjsUHj8tVCEUKycfZKFUKMVg82sVzu8zww9bDeRbhuxgyD4IjoZguO/+K/+S95644/55V95l+PjQ3bXa6bHRyADxugCBt682kjOgeB6hJDkYEZsAIyZ0EiFy2Ve7geLj6CFYjqd0IqG4AWNNtgQWDnLQKZPmc5byAolNWlwbLsdUUZUpVBGjcKqcrojQFYSGy1oCggsJVFEwkUkygwKVGOYLCbEWLgi51eW82gJ/Ya2kkTvIO6oZUSKzLyt8H5Axkzb1Dg/oFNEiIwICVM1aFOezwTE8WCLwOC/5PnwQgjm0ykyg04Jz40CLhNTBuLtYsiyhDCmHEtcrrhJ4fg8Fz7miFDc8rFzvvEWS+O4rcRS3wRH+uRv+/+UUwkUlJ8v+MKjL0DToBwxCYqWS1PpiigrkpSk6IjJk7qScT/sOmQKBO8g+UIMySWkoMrQTisOjw7YdcWEYTabYYYy+ss5c3V1BQjW6zWxDyilSjBlWxNywS2qpuJ4ccTuak0eAvP5hPPzc4QSuKFnpg3BWU6Pjrh4/AyVix47J4GQDcF3FN6KGPUGpUTVOmGUZFpPOD875+ff/So/93M/R1Aw0w1JHZONAm2QVUTGgLcDddIQi4mkD5nBZVCRzXaH3YH3khgNbsgMNmIHSDGziR3nl5/x2ptfYTLPtJMG0NTVPfLgwQRImRAS0idSyDgXIVMqOSGRSVFXTRFSpUwKvqQD+1SqDh+JqrR+Pnm0nLLZbHn65Alra7FaItsJ1d6UbFQ5DMaSPqZICgX3iUSENEWpKTMpJmywoCCISMgQRk5HVJm6alFas+47GpFw3pGSIwVH7LbYVcI4yaytqXTGyIypK5rZBJF8qRqkLqnEMRFjKLHqI2c+5UwWnztGafUlL+n/WAii94hRuRZzwufREYTCdLsxx5BqBOny6FcvJUorjCmeYLpShFTeeMzjGGMEkNINd16k4gqSM2E0yISxXy87QvnzuAnA5xyB2ihillSyptINIRZbohBAS4hKIYdE21RkItJoZNSYqiI6T/SOSklqoXC7HW1dF3eUHNmcr5hM9ji/vKCppxwcHXD26XNeevll/M6Bi1ydXfHaq2/w8aeP6Potk8mCbrej33UIm5ntTVkur2jrmjuHx+icGXqHNJpmOsGEgLSQUxFhplz42DGLEkl8wxKVGS0lTVWhJxP++m/+JrL+j2mqCjWbo4KD2hQ76qoCcuGxB1M+zxjIMRNswGfF+nrA9ZJhSAhRE5PCDZHeFmpuTDsO9/f48Pwj3vvZt5lP5hij6LqORrSIHBA5410qG1YWpJBJGWpjEJRnodw7WZ4LKZAuI4tbCVIWsnsSojAFMyWMNCWMlqANSRpSigQbST6VitCUUAqhSzUpRq/EkAMxxFHUUvr8klqk0EoiK03TmDK6CxFZlTbVek8MkfKpSeq2RYuINjWTiUEkDxKc9ygyzjrqSiBywUJKxSrJqizflEv+3I0DjjJf8pL+r+RcZq1C0AWPGxFdPwx4KdF1VZhySd5KQ330KK1Gh1pZTnMh8MGSRiWXGEWK8gvKLq10SZZRZYG7GAkx3IJ2N6MYE81tieZyIgqNaRrqpsYLRcoSnxNJSGKwhXEni+op5sBys2HrLF1MLI4OoDIIbbA2Fy/2UBxSZ7UmS0FvB2RVU80XvPHu1wra/t0fMp/OWV1t2FxvmNYTXn7lFR4//Qw/7HjxhVN2m8x2ucGue6IPbC+WaBuZhMTp62/ze7//TxCm5fj+QwYbULsOu90xmdfshuIxF3NhvIlqQoqe3gWufcdrsuKVB1/hK7/wCzx8523ag2NoNDEElC6aAaM0MTi01tTtFL8VIxMPgu9xNrHcaIYBfBdZL7dI5fBB4H1k8B02DuxPZ0zaA/zxi0hXRldCJEwDQnii9XTdgBCKtp0gpUG3DSAIoSxyKRWDdeQsScmTkqDrIkoZtK6ZNlWxGQsOFx2dzuzSwPOzR2Ces3/s0dWUaARbawnBYYwhR4+sinZAAbpt2FmLCw6bHLqtSGoEgbVmasqUIFYCYzReRLKWWG9x3uGiL6xEDfP5nLpStFqgq4yPibYyiJwgOyBhKkOFRIlEGuUMgTIIQhbmZ63lLSVdpJ8sCoMvyYKHsX8eX29SaPq+Zzqf05gK5xyz6RTrLUZptJaIqog3UkoorQqIMRpfZPLnaLuklKswzucjYXClXxelxxJJIKUYT4lEjhHbWXStmc2mmLolCY3NxWasRPgWe2MhBKZtmAmJjAp1UJGeB549fcKw20IKTCYTbI7MZzU2KtKuY3/eopNhVk/Jh5J8PxO6QMoeHwZef/0VVFSoqNl7Z4/N1YYPfvQ+y4trTk6OCN4jleZieYlIgnkzZbnZ8uzJU+6dnHLazri3t89wtUSomrdee5Xn1yuezWs21+e0dcN6uyo2W0C/3aCMpp7NWOSG2d4h84MDfulXf43J/svQTojeorQBMlJGootFIcZNi2HItSILQeoadrbjYmMJyWB9SdEd1h0vPXyF7W5FcBnbea76LXHRcLh/Qoq+zKsrifMDzoOWNU3TolSFlBoh5KiOu+HqC4TIJdE3F3g95y94vsUS+hBiuvVACEPHpDIQPf1ux4P795nMDpDTCeaFCUmDqSpcdIScyuLSgu3QU5uWIRX7Kt0WMs6NHt5oEJUkjEGkMgeizNg+MZlMmek5VfUC0gj2T+8XRD56hmFHzA6fFMRArQ2COKozi0IuidKz+xvWXxaITGHZ5VwqDh/+7PK6vb40C/4mdSbnTAilRzHG0EyKR33TNLc3SkpZvMicQ+pS0iNvKLD5n2MN5Fx6nxBDmauncCuMQEKK6ZY7H0LAJ0/TFm7y3sEe3hTyjU+elG/yt0usbxKCum2JQpeTxcdx9NSzt7fHZrWm2625vHgO9R77BxklMpUxeDvQzifkynC5XGGk4fjwiIf377G6WLFeXxO2gVo0xO6cfnPF0eE+07phvVwiQmb/+B5t26JQnD8755OPPuH8yTkP7j1k78Epb33jPf7k//g9uuU1SsDeZIqv73JwuIffXJOIbIaOZjohVwoXHF95+y1+49f/dX73d/5bfumXf4WjkxPqyQwXfBlXjZsnKSPVSDcrZFgEEG0kZgHSkIXBpYG1HVhfb/idv/f32Fzu+Gu/+o944xVXxDNZ0fcWbzuOjipms3IyZqAf+nLPjUHr6nZMmnPp4UNI4/NTor1LFFnxKRBCsb+/KIafvlhW6Qy61iijuDNt6N3AS/f/DVarDdfbE0RbM1AoxkkUlN4GN1ZziRAiuVE4BdW0oZrU5d9aQRq9PZRI2MEjmsLBd3bAbwrQ64eIbgRhxIq20UG0ZDeUQ0wUX70sKlwIuExhn47vigxBQBZlU2V0iRp8JoR4S0v/adeXYsH/kRC3YhljClodQrE6juMbUFWFEsUHbOi6Mv8cKbA3LrWCm6ifsrNqU0A8FxzwOQofY0RmcTvCa6ZNkeTmiG41s8Ue2ugyijGiJMKmG6AmoXWJEQq5AGy60oQg8M4jpcYOW+p1sSiS5JJ7X1V0Q0dTSWbNjOfLJ9RaoiuFmjVcX66YTSccHx9ydv6UzfUGg+Gtd95kc70h2cRMTlhdrBBC8OKL97m+uKbf7Whrw9mTp+QUWW+WHN895MWXXmSp4OTdt3llGPjoD75FPr9gtp+YqsSkrdkqxem9BzSbazbDjrunL/A3/63fou93/Gd/9z/lt//Gv8kbb77DbLYHxpBsoKpGD9ZcmiYxev7lJMpUJDuSKxtz368xleY73/0WvYf3f/whb7z5FWQyCB0IuSN7RfSOvh9oWvAhk7PBWo/xRWASvCK5AV1E46P2QZTTnVwWCY4QMnXdIIQpXIDk2e0C5egtm3RVjxkE3hO7xMePPubjDz7i+fk5wlS0e3P2Tu9yvL/H8ckJqjG4lBiyZ7VZ01tLMOCVKEBdiiA02/WWkAP1pCY4R5aZfm3xopzuQgrMrEZKhZaaEDxN1ZBzLMYfpiYHS9ICF2LxmjeGnDUhOkgRlTNZlnjoOKr6RCr4Um+HQhobk3d+2vWlWPDfyGOs8w3jTVLAEVEYX4z9dxzHZUaNvXtVwcicyyLfpr7esOZiLHTPlIqK6sY3LMUAWiEBoxXeWqSRtJMJ88N5QWbNWCnkTJduJJ2Rpm7AlHBAjy4a+JQK1TYnbL9Da83UTkv6CqXysNbS1lOSD2QTuHN8xLOd4/D0DushM21aiKkwDrNldXXN3cO7PH/6jNX1FeuLLafHpzg7MJ3OGbYdtTFoEkZm1tdXfPDjj7i+XvLLv/BXeenBfdxkSrCOr7e/yPWnTwnbHcvnz/F+YHL/BKkrDo73ef3tN8AoXHL8J3/n71BVFf/eb/87/Gu/9q+g0h1qUdFtOibzCeHWZb043UghR/1KJufSw1q/4/GT5/zhH3yb9TZgu0vayYyf/+a7EMuo1fUe6y5IViFlRTNRCOHJorRnMSb6nUM3xTzS+UhOZfHmnMZFrkZW2ec9a0oUptro/lIe/pvzUeDDrszLSVibUHXFm++8yTcmc1yOrIeeJxewurzm8dPHBDK6raj3Zsz39tk7OSBLhZlVLFdLzq7P2XVb1NRgtELLEQjN0HUddVtjKoNqDGiJMjXaFMmsRBVgLkcSmUpXxepaZJAJFwtrsGTRieKjL+UYC+3H9zs6BWR5297E9CU/4W8klDfXTa5cuqVM5tse/waoE1KM1tVlwXtRCBACUfprcqHhxnLip1xK+pvvK8quq7RiOp2OaKwkhIBWuhhghkiKiSQzSmlAUmlT0FxlkEhslnTWY4NH6wqtMzlLzq7OWK/XeNtjjMRUasQHPDkGus0aSebsyWNEPSVmRwqB6bylUQ2b7YpJ1XCyf8Q8TLl7eMLx/gmf/vgxjz/9jOgyb7/xDsvnV3zw/R/wp3/4hxhV8fCFU3IIWDtw73hGe3SfYd4x/Kt/yqMfvc/TH3+EX6/49d/463z46ftsd2suL8/59rf/lOl8ymv3HvJLv/RXefHklHtHL6DIbNZrju6clJJYadK42AGyFIgkSCNC7HJCaMkLL9zl3a8+Znm94Y23BGiFUROG3oKSXDxfsr7uGboAWbNa2RIvbWqMMWw3HaJLtLMGYyxGS1KqxoUuRkMSichxFD0wnpahzKqFJGeJEMWM4uYrf0EFOcSAqBT/7Dvf4fnZBderJbPFgm/84i9wMpthUyArwdr2RCW53Cxx1xdIU8gve8f7vPzwZXStOV9ecrY8x/Y9OUSiyuzPFwRhip21MSQhCUEU/z6fCW2CVNJhBQktFUIkoihkJjdiGUIotIyE0eJNCkHC31KVy32oSDkXUNCFn7qyvxQL/o+FoK7r27HCjeONtZZKayTFzUPr4lJTK4EPfizl0+0JL0QuM/oYRjCvlPiMppeS0aQ/lk1FG00zqRncUPrEUZJr1UA0EqEEWheyBarGpzLDdTkRk8Umwc4nopCEVOFywA6e63XHhIa96YRNXXN+ccHe/gGnp3OqZoJNkW4Y0FLw/OqaagFVVXN4ckTOmfV6zUtfeQmZFJvNBt8PbFdb+u3AZrct+EJbcX1xyfe/820++fB9/srPfI0X7z3EmIqf/dp7uM4hzs65+/JXeGY9r7/9Fvfub+EXf4mT2Zzd9t/l9dlXOXv6GW+9+Sbv/ezXefudN0je8fD+Pf7Zt/6EfruhH7a89fWfgWBHUcaNu1w5Wco9k4XJWLjRzBb7yIng8PBrICog4mxHcILNZst26Hj1FVgtLbtN5rNH56hG8ujjT0ifbTk5eZPtLlJVYIzEdZZ2Wsw3Ct/CkBIEHwpVWhVrrKIZUaPJaZHvKv1FyuSowx9P+JwSPjjuPXgAPOHhq69ST6ZUzQmd83R+4HJ9jWpr1HSCUJpJW9NUNXWlWa7WPH36hOrDlvNPr1GV5vjOEYt2hmkMV9slne3wMWJ7W5xzZEDFCjX6zMtKIzQoAT54ZM6MqhCQZcOSUpJGX7zgEym5scoRxR2IQvu11rFer4tk7adcX4oF/0Umawxl3iqhzIDHbHipyjwikQtPOxftu08Ro8akrpSKs+3oroJInyP2CJpaYZqmZM+hx3AAiPLzCkNpiawZ275CnaRShFwAFJ8FzhVvMSE09egumlJhO2mhmA8TVptu1JJ4GinI/VAy36UmZ4FqG7bnz6hixl5eEScz2D/Aesem62h1i5EVy23HcLmh2ww0Zkd2mVZWLA4m+G2hc5ppRb1oObxzwMsPXyviEp+Ii4qPP4tknzmc7XPv5JRKVXSbKe0LD3n/ww84On1ITp7jxT5Pn57xg+9/l6P9f8DbL2Wurh/z3je/CSqAFiQKjTmM90xlSkkdLNwwJRFlRGrGmbgKkMDIFrC0U11m4EIyaefsZhalr2mbBrd1fPzpGU+ee+5WgipFjKmplSZ0AZECdd1goyu5fSKRgqLBlDThLBGi3I+iNJN4N1BVddngdU3IYQRvM4ey4Xpt2TnP4mCfJ2dLPv7WY0TV8OD1r7A4OuDg5BRV16ipgRQZbIdKid3ZBXVbcXp0QqgE59slsm54cn7Otu6oz2ta3fLg7kv0rmdwA+vdGu0LQ7RtKlSTcaOfQDH3TWghkKJkEcrR2k2khMklboqcMcYQxopXKE2IGRcGusETrcQ591PX2pdiwd9cN6w5kfMtag98wUgoa7Y3AAAgAElEQVQhF9rruIhdSoQbAEmUvlKpAmj46EuY5DifrOrqNmSydAEllcY7X6qA8ZJSorT8HOdRBQtwMeF8IOWaHCGJkhsenMWGDNIQx1l8W0u6TqKlQBlDyImTvT02mw1qtaI9OClMP1HUf3UzwWnN6vqa9rAwDi8vL2nrOQf1HtEYDo5a3nj1TZJNfPL+x+zv7/Pp+Ud8//vf5e7JC7z04AFt03B5ecmDh68gtSfkxNH+gt1qx3oQDD5AhNXVioOjffamM/7kW7/Pbrnk8GCO2655++23+Ln33mV9/ohXX32tLNpUiCvlc0qYEdsQeWxWY0HoiwFNQY6TL0i6Eqqo4G7RdIlSRdWWUoly0trSNJ6HL9/jydNzVqs1xy8e4l1ks/Y4JambjPeBwQ40TUsQ4XbU6rMv90yWUdyt0pHMbDYnhEjfD6Q00M5alFIYbeh8T6V1yXBznro23LlzTJJlxHu1XBJ2S9AalwOL/RmzZspsPuHOg/usNmvOLi9JWvDS/Yc8uzjjzsExaWwFV6sVV+9fMV1M2T/cpzquMFoxhIEtHV3XQ1WqIx8COkkQhTcCxbsBQGaBjQmZCmU2hIgypqQgC0UWmW3vcK68rlarn7rGviQLXtyi7V/0trtxsoHiaAagjS67oRy17rkE8RbJayDGwp+vRkBPanmrkxfjNEBqSW/DKG8sJoVS3eR7SdJN9va4D0SRi1QxUU6QG3UchbAipUZoTUwZlRK9j4QUaacT5osFg+2omwr0pACI0XND4W9qg42e6CUxSBb7C+YttGZHt3VoVaoYNwx857vfZXWxYmZavrtcc/XkOfuzOfOmxXY9759fMp3uY937wGOmKH60/qfUukahuTq/ItiAEt9j3vwRIXyP/emMJmdy8EzblsuzM77zrW/x0r1iG+aGgUo142ecESTkOBbj5rN342sMBCI5R7zzNE0LCYJz2METh5LociOVVcoghGIYrtCVYraoefkrD/nks8fo1nFyeEBUCSMDyB0HB/s0rcQNPUJC3YwAWEjUokZX6nah36SydF2HUhpjaqTUt+KplBKV0iwWC7zIZK7ZDZIUPdfrJcKfsX/nmLpdkCrJvJnSDZbr6yfIZ4LpvGX/aJ8HL79MPWt5cvaERhkaqelHzEgrzWJvwbbbcnZ2RjNtEDLTzqccHh+R72ZW7YbODiVVRo1Ov7Ik06SbMScZLSRKF7cbH8s4MudMyLJUc2nLYD0Xl9dsNpufutK+JAs+3+72u76/ZQzdzNzFF24etviFmaaM71xwJCVvhTVtW5cklkojaz2y8EoUdOmRih2VaWe3J3jp0cfoXnUj1knlKyRUXdRYKUayKB92zJJEom5m+JjonRtnw8UlVyuBqQ3VtEWuK3bBcbo/pd5b0B4cMMgdtu+QumU+n9MIycZlTu/c5dGHn+G8Zeh7zjaOxXzBav2cZ1cXEKDZq4gu8cMf/5i9yYSqNmzWK7a7Hm8TTx6fsTc/pFGGvcmMYDKud/S2Z3+2j8ySHAPDZge1QEvFC3fucH31jK++/Q6TScX+YeEhiAzJFm3Aje8c1pKDH9VqEWKE6Ekx0AeLcwOTybT0yH5gtdxiB08Oifn+ghADMZb7uVqtSpougV3fsdmuiFHw2adXfPzBGRM542jvEMyO6eQaYxTTacXB4QJlLjg9PS4b9diS+ZGMdFNJyDHAoqD16VbwUmzQi5CqEpq7d+9wePQWL2zX/C//6z9kf29K2xh8lKRQ4QdHiIlmsgAFTmQuNx2X2y35OxG9LDHZM90ynS0Y/IBPHjtYKl2VA8oHRCU5O3uOnlRldNxW7B0cUE9atqs10fdAQKgK5zq0Hlsj02LDACljQyQLsN5T14ntMPDks2suLi7Y7Xb/l+r4z15figWfc8neDiMfWCl1+5Vzvg2S/KKjTRhn42GUqAopmE6n1LWhGqm4fmThpZElFWNEJVUSWFUh6xQ6bb61M0KMPmmqsJeUgq7vCVmNBIeh3HSpcBGct6V3pJhczqY1OrVcrzuEs1jvsH5AjCKY1DtmIRGE4WBvztn5isEl2v1Dok988MGPyUHihoH9xR4mG3brjqqqmO/v0a07Pnr0CWIoTj69HdjZgWQzm/WGx6unzCf7KAe5mbC9vMJIw9H+8QiAwtXFBSf7+2A0gciD+/exQ8fDl7/CtuuJ2bO/X2GtBzr2Dg8gR2I3kGMoYJO4kTNGYijGnM4NTOcTpm2LVIoUArtNh7cWJRTCGJwrIiDrHZvNhro2xCSJwRVSimrQ0jNEaOsJMjR0XWay3yJNjakULlg+/vhj3nzzFXa7HYv59LbtU1rdIvnl+ukjKqUU1tkS1bRcYWNkur/HX/u1X+XTz87oeo9qGhKBhEArjZEGF8JI3y7uM6ZSJATb7cDgAqmC4zvHTNspvetxwTH4YSSAZZp2Qm97VG3onWW4DqjdlmlT0+7NydERvCX5zOAds6aoAGO+UcQVOi3CsekGVqsNy9WGjETp6v8fc/iUE1VdUTf1mD5aTnyhNf3YuwgpSLE4okYfCyrM6Pel1eh2W3Z7EYs1kRx7dXIxv5SVLEMlo7jJoYup9FxFjRdBqnK6uzRqnkGQUapiUWvWvS0CHVWhlCGjkEIjdUU/lIc/D2Weun+wRzdsGXaWFD2Yhr7vWbrdLX14spgwDAMiSJQQNO2E+YM5zz+7YLVcIaTG58jgBj599Ckz3bC5XjJ4h24q6tmUrdtwfX2N2zruzo/x6zVnl1dcXVwybaYsvjoj2MD12QVaaL737Bn37r2AaQwff/YZV5fPOT3a5/XXX+Po+BhjSiUkSeyWRdNfVRKhDTg3OkYnut6Scyze66OXoFSK7CO77Y5gPUYp6mpK3UzYdFu8t7ix5HdDwrpArVvOz56yXu2IAY5P7tKYBrsN2N6hPaRcsggW8zkHBxOkzuQ0jmZvHYtKyOKfxza7uaL3JF+yBLWEy+WaH33wQxaHB7z75tusu5d5fF2zCQGBQGWJQlKKwExyJTTDusR8Mker4jPnwsCjR4+Ync2Y+ilN29DKll3oGIKj73tQEhs8JIlQiSQyXQwMLqO1otZwcHiE9z3r5QW1rBCxJNxKXdHbUPIWlhuW6y0Rg4uRTedvD8ifdH0pFvwfSVHooUqhxlP+ZscOIeDGci3GwoMnfW5SUY+hh5mMqfVoMJUIMdN7i866hAbWBan12ReZ6Tj6iDnhUyHsFPVTQARTbihFLVXSVhQ2JobdDh8luqrRdY2QGpUFHk0IDiEk06oiB4OLvuADWjO4JUHPSM5hvCX68t4qUxxMpRQkrbm8umRSFYef1WrF3aNT1usd3ndcL5fsuo5sIsvNilpI6skEWRlmewtOT0959OEjttfX1Krh6OAQGTNaaD5+/3200GihOTk8QWrFduhxoeP8+TOMyLz1xivUk5aL6yvW1xbnPube6Sn7+/tFqWY9MXoqrYjOo5REV1VZ8Nwo0iTDbsfQW7quw+iaum7JObPdbrHe0vU7TF0xDDfyY1guV1xfLqnMHKErdNWUDlZqqlph6sh0Omc2VRgTmU6LRdR8NkHJ+vMSXkq4IQP9BVdlapTSrIct0+mUhbc0s1e4XF/zyYcfcHh8h9cfvMzZds3ZZiBGwOXRILVYdWulwAhsLMo5GSQpWaaTKUoorq+v0ReaZtrQVC2aijyIMQ+RcmCMQq7gffGDGBNkrldr6lpxdHwHu2uIdiCk0jKu12v6lWXT7YgZXIj4WGhnLnzJ9fBSlD5SyTKOcM6RQiQiyLGMIwpCnwjB31YBk0mFMAo1EnF6b2+jpVJOKKPIkmKMYRQqFmqokJKp0PTe4lNE61IC6lFKG5MrG0hb44TDZUEIniEJjKyoRpaflookCuLrh3EjGkE82+1ozYSDKfgDR3KSGEuEcKNrupToQ0mtsdsdRlfouiZHy3I5MN8/Qc8rdt6RuoTfOmLXI4Nns9vgw44XX3iRxeGcKCN37t3l6OiE+fyARz96RI4ZM2lZCJhP5mxXHZWqiC6y3G3ZXq2YKIPXgq++8VVy9siqYdVZmlqhQuLldp/aHDOqNRmsZTafksaHVQrJ0O+KF37TgLPstmtS0lyuLtBaYMwM0xTxk0wWEXtc6LF+S13N6AeLMYYff/THXHUO73dkMjsrmU4qKimYzRUHC8XRrEHXJbvPVFBVE3ySmIkCU072m+xVkYqEmj/j51jm84V0FXKZ5gijMFJzcLDPEB0+TRh2iU8+/pjp0QnHDx4QTc2TizNSTrTThtV6w2x+iE8Jmcxo9CGQOlMxgQjeZ9pmTmcH+uWO2QaqRrBXT2imDY+fPMaMJLGUE8zmBBIpSrz3eCvw1mMZigqvnaNy4McfPqW2GiUEs7phsxmKejNkBhvo+i/5WC7FdEv6z+NITinFMBJwUkq34RST2QSpJKY2JFH4xDnl4kKjivONHBNidaNLLJUSVLrkfMUYIURkAI1knULpHWXRs0tV+iBUiauq2oqBiKoMra4QTqJ1S0ARQiLhib4IOfq+xwtNlgbRwW7X0/cD3kVEyqjKMKknTKuKi35DigHrLEaWoIJ+s2RazznY36MfLHXbMuw8CHDB03c9w7DD7XoOFwuaumKxmLE3O2C5XqO8ZLKY8e57P8NuvWO7XmN7y7Onz9FZM2knyFy4/M5GPv34Y9q2YrE3ZbdbsVxec3S8zwunJ5yeHLLc7Dg5fAk7OGJwRBJPn55RGUnbNjStYT7fKxp650anWkkIjradUlVzpJRsdl0JCom+tGkpjn07RC9ZXe8Iww+IvmzuKTmMqVjMDHuLhqNFy7SKSJ2pW8NkbjC1op02RRraVFRV8b77nLApuUmq+WlXFpTEHCQylmfOD57JtMUPnkprhqHjBz/4Ac3xMQ/uP8BHx9nyjNliUUC/0VMRiqsSOZML7lsMO7u+YEVKsdv1gKa77jgP58zaGbrWhZMPxC6AEjjh6YeepjXEWDT7ftfzaL0k5cDebMakadhut/RuhQ2Z3kU6G9gNnt1f0qb6//VLSHHLOw8hjLNZfbvQpZRUVVFKCVVEL+IGNGJk7VDEK0IU2azSCq11MTyIEZl8iSsTGZElPlgCmS6XMMKxirrd+ZMoVYW1FjNvi+OIFGStCakYDvgkEErTO8tuKE1CpSVBKIbzDc72RG8RkhIBpBWVLq411lqm0ynDrnj1ZWup2xnr9ZrKtMwWB5xfr6mqGbYOqInBeksKAaMUJ0dHvPbKa4hmzrAdiDExn82YVjPC1jOpS/LMs8+eEWLi2aNnnD0/52j/iKePz7izd4cH9+7z1luvc3V9znR6h5wTV1dX7B/MqeuW2WxGzkfsdj1VrbDWM53Pcf2Wruvw3nJwcgwpEH2xAk8pIWWhKxfWZBj/rkdmgUiFPqqEIKcpIglWVxtaUzHVNbkymKrl4HDO8fGcts7UlccYMJViMjM0E4OuJFWjkFIXAZPWJRkoZn4yUCd/oooSuD1gtCzVg+0dp6enPH7asLIRpQ3L5ZLd0PHCi3c5PT7lbHk1hnoaQgKkJKcSB5XIo1VaGSO7HEghoauK3XaHVLKk3Ww6mmnD/GCB8w7rPb0vGnhJoncD3jv8sEHsHCFapJR0O4fbDGilqVuB6gWD6+itpxscvf2SL/jbOOFxBOe9J48I/Q3d9sbxpq6KWaTUkuCKSEIgCQjmsz2kkoSRoZSTIMfS3zhK8qzUhcHkY6APnlSNM09R5p05ZzwBmSTz2ZzQBjCmuMLEiBIV1trirS403nliAo3C1C0bP7CzPWmICKVQlaFJDbOYiT4UCnHVoMQKay3e9tSyghSptEZXLQcHB0CNlpJhGLi4XuL6juvVNd1mzasvvczx3RdY73a0soEs2NvbY9HuMW9mWN1jdxYlDe994z0effyIZBOTekK36WhNy6uvvs7x8QE2JdrplOOTQ/7JP/5H/PKv/Mu89PI9uu2aTdcznxwhRQGJTFPx5MkT2qrk7C0Wd4jWjuNIz263RasKY8rPQyjVWaFKZ8iqsMikgVyx23bstp6r60+IneVwPuXg5A5SGYT2SLHBKM3eYkZMHlMLsnQoM0MZgTKMvPk/D6D7HND7adfNM0YuhhSByGB3TKYtem54dr0ZlZuZR59+xt3Tu9w/vc/F8rqMcnNhE0ZRsuOSAApNHu89VV04IYMfMBS+hneZup7ifeD52RXNpGF/b4G7OMNFR3QB1yeGoWfXr5kKhUBiTJmADM6z6S3OejpX+ncfEy5E7JdfD19MJYUQ5XQfJbI0TVns+nPJXwihZLk5V8Yv4xhv1k4QsfDrq7oq6ribEnIMigjBlTABJQtgYhRCS3pnUVKVrDUpS9ikUQgjygYzBlYIIRicI+RMZx1CaXwSaFWAqUQqJgS5JOdkKUCW+WxvBzbLDfNmjsylQvFuGIE7Q601i7Zl3Tt26w3KRASZ9XaJ9QPrzQoh4eToiIPDYwICWbWYqkVpwZ2jOyQb6HYdB3tz5HxB3weeX5wzmU355s//i7je4QaHSILTkwfMpi1SZpbXF3z729/m619/r3gNeM96d47OAc0F+WDBbFJztVwyn7ZUSjKfT6mqihAcm80aIb7gVTASc4ZhGOfdCqUyKQhSyvhQ5vD9YMtIb7dD/5/MvVmsrWl63/V7p29Ywx7PWKdOVXe7u213OyYeFEfyRaSQKyTETUIiJAQoEO65ygUiCHGTGwZBGCxZUZhkUCQEQkICQhCEmAjZjt0iTrvcru6qOlXn7Hmv4RvekYvnW2vvc+p0dVkCqT5pa+017bXXWt/zvs/wHyrNg6MjqtaKBHRVOFg2GCLaBoGU1oa6cbi6EamziUAjgBr2/8M4euq6JYQo48DJ/fdtC4PWmpBE+04X6ZxXtqJ2jm1/JZ5vVUUylSDbrGO93oK1nBwdsu22jGGcRsYw9tITKE4hfnqKfhjRRejfSReathHxDg0hC6Hr+vaWVbzkwB2hsDgSL68v2PgttauxWuGopFbA0vcdWVtuVmtCLIw+ElNhGAOj/8oH/J123H2Bg1IKQ87iGzqlXXVd01jDzClaJg1uBf04SsqtCozSzS9GE4NQb6PIzKKNxRpHUcKyCjnSzlsaZ9EqY2tLqASFl4oAb3rvyUWx8RE/FLRt0ViUramUJk6MMh8SREPTNCSdmVvHdrtl9IOktFp09mcHBxz5hHOvqOsaXQqtNcxnM0xTMQ49pU/Udcvp8QkPDzTnKNLlNctqiZ3PybMZab5Au4r1qxtuLj7gvXee8e57T2l1hR8GXC2Glb7zbG42zJ/MmTdzzs/Oqao52tVsN7e8+OwlP/zRx1ydX/Dk8SmzX/0VEXooitFHVpstyh6wODjk1asXHM1mPHz4kBgT19e35Bw5PDyQBTYINiKEsP8Om6ZlHA1ZK3IxJFWIJVFKYLPZUNWK+XxG0yhUHagaKcm0SlSV6A3IQj7pxU/deGsdWhsxI1HqnsLNrn7Pnz/V7t+9I3BMDzPW4ABTW1IcqSrH7abj9nZAHxzTtHO0FZDX9mbNOPTMj+e88/Qhn3x6RlEaox3ZiLBkzgVllZirjBnrNNpUDL345cUhM4QJ2m0Uyik+fvkxIQaaRcPRrOXwULHt1zRTn8fYRiDStme96lhvPd04cLNa0/e94CjSW973dHxFAp69Uk1RBW1lDi+EoclOeCLSuMoJek5DjGWvZhtSYCSJnZSVjn/v+72sdV3VwoNHxClDChQrASg8ZWFSaWQnyEqktnKSWXw/RlLOoMTHy2exbfAh0PtMRgQLszYU0+DGSEJhnWPb9zSzGWGIwn4rk/jgVKYMY4DbW5bHPbd9x2J2jHMVfYrSiEqRtqpYti2PTh9RqobU1gRnOL+64mQ+x84Nz959hkERwsjycMn1TU+OAtlcHh0ybAfCZkVRotZ7uxUmntaW09MH3F5c8Pz5+5ydnaNry9PTU2azBScnhyyWh3z26iVV0+JcLYvB6JnPF8JE1ML/LplJeSWKsKgW7TqlJjG2zI4LNnXL4ehoSUgeJnSkqgrtYobO0FYNRotpYl23U0Yn9bpWFq122lLqNYr13TFF+C7Q33ZMwT/Jo1KKCLFoI0pLVVXReRnNNrOGqqnwYRRk6HpFZs7h4SHXNxv5XnfyaiULHNvIORlL3PeFbGVJUkTK+TgENuOWEAeMNQzdwNhfsegXLJsZhgY/Soay3Xbc3ohnXszTrj6OUmrGuKeSv+34agS8AnQW62fncLbaG0/oyT3W1BVKa1zbgNVsQ0/WmehHoawa9idEHANJJXLsKapQWQMlgJZZux+3VLMGWxuygVgiQywMVoLlesKDj3EkjiPLxZIqFlSeRDcq6LoNCUPyBacM7fyALmdCNuQcqKjoek8cMzkYYqg4PH6CrRpMM6cdA/N5Q0qZ66sVi7oBYzEzzWrYcHjYUJcKlCMW0VrfDiOvLi44efwOq5fnzA8fcHx4zLKZEzdbLs/PePrgIcpY1n2HSoVl2zJowzAmdHD4zYDVhpefnmOritgFKBpjWp48f5cuivjns5OHNM2S93/q2/zwg+9zcXHB6eESVTJttaDfjBhjyWk3gy9YVbEN4hHnnKOdLUmpMIxrCobaKfp+gAAlZHIUnfjaORaHc+rGoaZma+tqtFY44yZSlZuQjxaKRWEo2ZKyRlvJRnISIVPrLClHmbgYQd4pre529jeOfS9fST9IF3FwNbqi+DVOR0yy5GDYbiMmNaRa6LXOK4bbFQcHBzx+fMj51ZVk3RpyEsGUPPE+SgafggCTigiBRJLAbmMijRFjnYiEtgZlNEOIpKricN6ShjndkNkOfmJoavwQ6LY9w+gJMRFi+jELnxxfjYAvd4w4pRQqenLJ6FrURvea81oTUqKoLPLSKYGV1C6VzBhGQLjOWSXsJDEccyRNKrfzeSvpYi34+S4GTFYMYWQIIz5ndC1a9SpMJ5DWuHkLWREqxdV6IwgpxDhDV61YLGWDQRGLYuy2rLcDm86Ti6ZpZ6xv16yu1pw80mAsR8sDQih0bWDoBeKpK0u32tKMI/OqJYwJZQuzxYyqbbC25unTpyw6TyqK+XJObVq2F9dsS0c+he12i3GOeTvjdiXBttoO9Jsel7WMIzcrxm4keo8tQjt99PiE58/fo+s3HB+f8ujRY37/97/P4bxhUR/SbXoenBzhQ+bAtUBm6GX6kVKk7zs23RpjDA8eHNN13UQ2EjUcax1VBTnWpDQKAURpTOVYLg+oG4eeINVaC87dmEomKLrsL42dBEcnW+Td+a20yFO/vp3f293V3U1v2/E1MqUpWRGiNH3JhTB6Qh5JxZG9RsWINo6mkbqeJNnNwcGCo8MFV0NHSIHFvBGWYClip10mWfQszEIfPD574RaQqCcNBgoYLBHJTnMInN9a9ERMDEkMOQcfCamglcXHLI3kHbL0xxxfjYB/40gpoY3Uws5M5vZaUugQJxWbEgVwQyHEQhy96NxpI/TaqTxISfzH0FONVjms1QSEKkrOoDWhC4zjAJP6rdaKZtbS1BVJCWY8hMRmCBRVMWtn9KNH2RrjLEPI2GImPnZmGzPGGJbHR2TlGMaRm5tbqrqm73v6EElBalg/DBwfHND3PUNMVNahcmHWVNx2Pf0w4pNnfrjkncfPqectq2Gkcq2MwWrNw3ce8+T4AdY4qihykue3t9RuxuijUIlzZtttefWjTwkbz/mrSxyGo8Mj3n/+Do8fP+XVq1f8hX/2z9Ovn/HDP/oBz995TOsMvl9jq5oxJE6Wh5QCq9WaqhKDhBgzMRaqquHJkyeMo2AQlDI4V8scXhmcUwQj9W1KIsFstJPvxTm0rtBadAl2kOmdUacsBFM6r+2dnmGRUdy+2879ny95THiN3WRIVGGlAduPA6WeA1KbUwolBIJRtG0DJbPebslkXFOL1Vf0jMHLoqZFLTlPKku5iPFIiIFNL7LdrnZ7Y9Si1WRv7cRVJhWM1vTjQEgZWyVS5xnHke12KwjGaVryRek8fFUCXsm8cq+rrRSziS9ulCKVQvBexC+0qM5mlRmGkZgTvSrSqU1l0gTTQBLRg9ruRS211fKGNegMox9ZrzviCnIo1M5hmhpVTR18BzEV1uut2D9XNVVjSMoSSubg8JitHgVPrh0lZnIeISqWszl59PQh0SXPECJHDx7x8ScvWN+sOTg6JKVEt96gkMxlebCAkDCuJQ4jafSErqcYqNuKunF8/MlHdD7w6Mm7GFdTJcuz5+/SVBUXn53jmobGwO31LUcPn/Lys3NxfelHrs4u6G/XvPz4Y+L1Vnjxx8coXXDtN/i5n/sn0Crxf/ydDzg8bPj683dYzBasbq5ZLBY0xvD44Sldt+Xm1Rmz2UwspSaAVNW0LJfzaTHYUtcz1us1JyennJ9fMoxRRClypBs8rqmxxk04/YaqksVddnI9EUTkujXitKKUmbTbZCQrC/+uE78jzdzbwt+4+trvintysNN4DrU3mjB1hTKGkBKb7RZcT9EWo2qMlycN/cB8OadtZ7IhpSyjSlUmXIK8RFaZohTbvhPvg5wYw0hVW6pG2HR1U6Gqgs6S6YUsXnk+RnwcJVstmRcvX7LZdAz9SD8IvLYfvXBQfgKm+KsR8EU+7KaqqOt6r00fY2QYhGVUpoWgGBllJDkXcM7uLZJizqSc0RZcJYq1cWcJg5BsQgowgvcD4xDFD95YxhiFJqtl5t9vO1KJ5KJoZ0uMrSi1wyXwQ0BpxWrTkbknb+0zlaupK8eQNFZHtNU0RqON8NHbxZxkxAk0ek/tHD5JGr5er6kOjjhaHHPQHmFzzbI+hMZio+Vn3/8p/uAffci7739dpMetY3u5JpfItlc8fv+EcduwHbe4pvDZ2YXgsV1NzD2r21vWV1esVjeo9RpVEiEOnDw84s/8uT/Dxx+/QoWIZuBwcUjyM87PLzk6mAsTramIGTZdTz94xpBQSrzwLi+3NE0lIyvyJA3dU8fyqWAAACAASURBVIpiux0Zx4AyBkh0g0eZSOU0Rkup5lwL7ABQCm0khd/ZiBl7LydXYgWsVMFgpwVe7n896Hk9lX/LoYzCIsjMPFmRxRilsak1GC0KM50HY8W4MhV0zCQi2slGIwpICh/iJFAhvYhxDIQYCSmwGQdCFqdipdPe7qyUgkaL9nxIZA3JZ0JOmNqJ/rUxDIOMOlNUjEOY6veO6MVRVxURvOSrLlOttZAwdgCblBLOOVkhg9Ap0RLQpcguX0qhquzkJgshB7SCum3ES1wX1puVuMhqS1YZHwqboRO0XhrFLbSpRTvMaJQzJIrIII0ejMK5isNHx6y2Ayln0W7LmVgE7hpSpkRxlanbWuiJSAArW9EaRVIVSgdOHj5A3dyy7i5ZbTeEYWQxn3NzuyVNihhx9Hx2+4JLdcnjo6eELqMqQ2NrTFD86T/1i2y2nh999ILl4Qnf+Pr7VLOGogy3faatZmjXsF2vqFzDwbzQdQOXr86nmXfH2G1gc8ODB484ODnmX/rL/yL/89/5uzxcfMq7Dx7y7rPn1HVDKYr5fME4er71rW8wDB3dIMFrJwdX5yzeR1arNW37iEePHvO97/0ebdsym8kO772IMQ79wGw2I+fCbC5iIPsR26TNtrO6slZjzJT16R24Ru7cBfjrgX5/h5+O++f9m7v7505C7nb7BIMf6ccRnwI+R5QRR2NdCiEnlFdQDJCJQRh/oqaU6XyHrSyurpjNZpydnzP4Qdib1uKc2+vqWWtRzklTUaXJMVk4HcZVGGWwVrPZerajZ+xH+sHTbXr6rqPbdhInSUrIn8Qa+koEvNJiiqiUwlo7GRkkmIgvsHMOEcseawzFQDNJK4fgUUZTzya9uiTgjlg7lFHEFPHRC7EmB6y2ws6zQrqIuWCVzPBv1mtMUBwdHGDqmrBQnJ1fYqsa7VoGH/BR7IB9LLiqQVtHVpbt4GGUBaxOs0n1yUo3P0a81owTBPXq9pb5bIaLsFn3dD5weXnJ7LBQ2zk5JkpKNFXD4qhl4WYczA4Z14HzF5/w/J13ePHpK9bXK04evuL00TvgHP3EmqraGTWwvvqUfrvlxcc/Ynt9TX95Qxk9x4dzfvmXf4F/8p/6p/m1X/+v+c53G548e8Tx4ojjo8eQRyoroKGvv/8u3/+D32exmDMOnSj7KM1sNmM2q/n444/xMWPce/txnbWRtp3RdT0pFaytiEkTMyLVXNUCijKiV+gmVWBx7U13dboWyusEZUKyAH3vchfwb0T3m6n85066e7e/uSEqaGYN6xBJKbEderqoxcIpg3Yymckmo6a6ues6IpmiEqYSWXJtDZtNt89Wq7ZBOycw3CLuEtbafbshcqdvp5WmalvGEMlJJK5G39EPnhjSHp6984e/62V88fGVCHiUpFHee9q23YteKKVQVthzyhpMEcmqFAPDMFBlacZVTTvVfGpKycVx02qxWc5FZunWWJbzBcohHGQKaVoIus0WtTU8OllSTCK5SC5QcGSjCRm61QarzWR0qTCVxTQ1BU3SisVS0F0hF2bzmqwtY5x49HnJ+uyctjpkVgfGRjOMHUpFjk+OSFdrNqsVxjTMHxwRYuAPfvB9vvuzP0ftLA8fHpA2W771s9/k61/LfHK+Yus9Z599xouXH/Ph2W9zfPKUWbUknK9g9Fxedbz69ENefvgDxpsz9DDQaJg9fMBf/df/Gv/lf/Wr/IPf+3/4lV854OHpKe89ecphdcL17QUnh0sWh4c0VcVv//bv8Z2f+Rk++MN/TF1XnBw8ZLW6obYNVy+vqah4/2s/Tc41H374EScnD5nPH+J9oq5nxBg5OTnl5dkZOStmsyUhBJyTmt2aSgQzpimNNfUkC45McLJIE6kdak5YL5Q0lWpO79Vz35y5FyU75g6Hs+uCUyBNi/wu+GK6E+kcR+EtKKWoreNstULVGVzClYJONTl4si40oaW4QpnUdHy3YbaYcfvyJYcHS0rxvPf8Cdera4oV1xspQ2HcTeKLNOaUVShrQGlylI6+7/sJSae42Wy5uVlxs+3YbNaMfY/SBZ0SOUbM1FT8cQTZr0TAp5gIXSeorHtKNyAyPgWojHTPu64jGU3bttLsUAVrNGMcUVKIEXIgpMg4jCir9mYAyog3GLrQ9VtsVTEGjxo0TdXQzuZERG2kaMFGK5Pxw4C20vlOiHd6RhOLwDILmogh60zlGppFzWiUSC1RwDWcvzzn5nxDwTFbLAnF4JMn54R2muV8TtGyo6zXa9qqRdea0Q/YxnJze8U333mP2mr0wnLk5xzdnjPMVry8vKGLhr6DFD+lP7umCoWPPn3F+YszZqpQQsfx4SE/vPiIf+c/+Bv8e//Rf8Hp6RFV01LZikXb0rgnbPsNs0VDKonZfMaLjz7m+fP3ubi4pKnnkCNX55e89957KFVY6xWgadvZvkkFcHBwxNnZ2aQ6LLmycy2plInVpvZ6hcZYiVF9T8SCXRDLbbuAvpNmfhMq9xaAzf0x3JvHVBZmzSSvDbgpw4hqr5acYmQYPgYmsk1KxJDp40gxCtdU9P2AVfKeMpEhjfjVBmOgaRegloyjRRWFM4IazNOOrHacHqMnxWWNSuxn+aREjJ7tesvF1TXbbo2PkRgiKUveo7NIW+9Xsi84vhIBL5+1NDkqY2Ush8xXq6rCZZllhhBwTTMZAej9k5VR6KwZwyCopakr385bZvPZZBWdiUTiGMEUQkqQI8vlEuOE0CBgCTB1JXPNGPGhkKOICRot4B6tDEMsEBKVsWTlsNrRHjaUrPB5ss5SYgv06YsXXF6uOT59hB8zBUs/xruGlDEoJWOnmMTbfrvdcnJ0gqkcH734hF/6zp+gHweqvKZ2C07bFh6d8qDd4oc/pDu/4fLiJf0QGW7X5D5w8/ICvEc1FbPFIUPM/Kd/82/yV/+Nf4uf/c4xxhnmiznzufwUVXC1o1B48PABH/zgA549fkqIAe+jjNGM5fGzB2w7EZWczefUTYU2FqUjzlWCMCsKa6vpPe4CvoKUJMCV3guWKmX2AX+nx6ZeC/j949SbjbnCa8F+/6S6D7R5cxbPtPtPT9+ZU+yOHQz68PCQx4/PiTcbkhEzCYz0l0IKkCT9jkPC5zUx3xJ05ujogLZt2GwsJw9OuL6+5OHDh6y2270hCpqpR6FQTnT0UdIApIgk2+gjm+1AGAMlFawyrC5vGMaBEhIqlokBypeJ958c8EqpBvjfgXp6/N8upfw1pdTXgd8AToDfBv75UopXStXAfwb8EnAJ/MVSyg9/wouIm4xR+OjvvnQl8NOQgsBqJ726nRZd1VR0fSeQ0Rjo0yjoKifz27qupfZXokrmo5fmXpZvvq4aUIJii2RJFZXw2GMq+KwETqkrmramGyPB9yhdYa3DzltKoynKgKmEnmsbMRfMhlfnV5xf3ZI6y+On72CbOeubjrjqQCmqpiEoiGORUkYnrrdBQBzzQ1GPGXt++Zd/mZuzK/oAR08WOK04XhzwjnnI9fprqPwZ5Xt/gFEbzsMNzfKAG3/Ns8cPGdYbtqsVXhv+5X/lX+Wv//unHD9tcE3N+8/fAwXHJ8e4esbV9RWts7z/3rtcXl/SzloGP7ANgTgEKiejsRgz8/mSV6/OUAqOj0/o+5G6rmiaGZvNCq0NORecs6SUKUWEQUg7p1dh1MG0w+e8J9/cucHe7e5ieiEnxd2sWaL1NdHGt3Xl37x+7+G7dLoghqNCgBIcSFEFHz3bTiYoQRlCLhRtRXhTCxAmesUQPUVrlNPM5nNQU28IxdCPzOZLYrhTc1JKTT0kK/+DgoKRXa4I024YhO663VywvlkTU6LfbKVp7D1l4px8OX0fOb7MDj8Cf7aUslFKOeDvKaX+R+BfA/7dUspvKKX+E+AvA//xdHldSvmmUuovAX8d+Itf9AJ6GsmVUsgxEr34cldVRS6amXO0xghvfOpixhSl85kivojTjLUWW1thy01adTGL8YBIUhfZyXTBNRbnKlRtROYqFfpxpAtbsi4UDEqBa2aIC2qh1gpftNRh1k2dW0sqEHNmeXDE9e2al5++4vJmzUPzLu+9/3VC0Wx6L6q7SRxxi9Jsw5plWxOuEuOmF8OEqDl99Ij1zQazNMxmMz744AO0zzw9eUJWhpxrlI4sm4rZowecfa/hvQcfM68bHswXbHvP5mjBcHHO7OkJxtYcHj7i//rd3+G7v/iLGAyPjk84XB7w/NE75MFydXtFoyzf/pnv8Hv/8HeYNTVPHz0V2PI4MG9nqKJo5zPa2QzvZWqRkufw6H0uLs7p+m6ixCqaZibyTUXqbwHl1MRc9g25+00mCXTIeZe234/SyUZsv+O/0Y2bLL/3Gf49kN2bKb6eFG53oKysuPMgAEoSmvbopXwchoHtditgqVREQNI6uvEGVzeEnFFaU8/ES1A5Q2EyJ0HjqpZxTFRNxaYbqFvZtMYcMM4wTI1LeV1DKJmixaFnO4z0vifGhDWW1WrD2I/EwaNSIcWM3nETvgBdd//4iQFf5FvZTFfd9FOAPwv8c9Ptfwv4N5GA/2em3wH+NvAfKqVU+QktRKOU1DVJRAWbiRrr050oRkppLzyZlez8scS9nFUzF3nqfujRVuNHv/d/b9pGtMKdAHG0MpQowg2pJLbeM3oPCE22nS8oSLaQCvIlqkLjHLptKWjGKEaHtXVcr7b84R/9kH70ONXwcz//J9n0Hl3XhEEylNhHbOWwlaO/uWXb96SSqeua0QbGmHj65BEffvKCb7z/U5RUuLq84PnX3gfg7PKKdw49MVfoYYtZKvpxy9e+8S7P/K/ywQcf8aNPPuP84oa5A33QULuGb/z0d/nNv/8PaWcHNG1LraVx9OzdZ1yfXTNuNjjd8Qu//LP8vf/z73F8ZDg4OGHwAxqoW8FGtE2LraRzPo4erQ1Ns+D2dsWjR4/48MM/kpPKVuxGZRL0ajKfkNReUnPz2kl6t5tLYO/q++ksRNpQ9+v2uyzwc2k7fH6nf3NEV+79zhuPm2bx99WTY4oCMooCk42lI5ZMVlDXM5qmwVSVLAD75zlyyqJqVMv7997TtA0azdANmFktGSuiRzeOIxlZLAqQUmYYIv16S7ftCMNIDqKfV2ISq7XJM+DLHF+qhldSNP0W8E3gbwA/AG5KKTvi7SfAs+n3Z8DHAKWUqJS6BU6Bizf+5l8B/gqAevZoz4e39g5xt4NMioqK1LuxCPWySyMoQcTVVS0nolEE7xlSoOSCdqKUYytLSGEva51KYhhkwdiQiSlTRoHe2qaS0q9yUw2fqJsGBVhrKHZG1o6Qssilpcxqs+bVqwucWfLw4UOa+YEwoSaqr/ceZUQSKnhhS2mthXWXIttuy8HBAZia683Az//cd9luRm5ubyAUZmcznj1+Th9GLrZrHtYJ1Z5SZpr5siVsNVEHnj09pW3eZzl7yfX1Dc1ixtHJY/6X/+k36UfP4fwIhcJqxXd+5mf4/X/8B8TtyKIaePTOU37rt9Ycny4YuoFm9g25bFsqI/j+g+oAFPRjTz/0IiC6PKTrNjx48GBfl4uPu0Lr3aWdUvS7YFfqftRJpO12cDnd7kdimcA2TIE7ReWXCfY3f79f9n/BsSsTZJd/sYetppJRBUIcUckIE87JNKjWGldLFhNSRnvHoAJGS3rfNA0lBXKSjQcNsXBneIqSBnAQ4ZCSkfOl93SbAb8diMFL995LsOeUUGQxp/sSx5cK+FJKAv6kUuoI+G+Bn33bw6bLt73y55afUsqvAb8GYH7+26WZzCTHcRQY7dTQ2XjP6CPWyYofcxQEkjVYJ7BEY8U+t+97VmGgmTXSvbfynJTk8SUXIkmYVMgqnpV0Ss1kVJk12Km2lPmxoMHQGuMcQ4BhEExzwnJ2ccb1zYqvPflpcDNSIyonQ0r0PmFrRy6KuqnZ9p6b1QplDK6uGfpIUxu6CM284eX5NQ+evMsHH3xA0yzQSrNarXH6nOI1tWlY/NRCjBC8Jx3XosXXKE6PF5SLW5w5AH/M199pCJXjd773ET/znYbbG8+w8YTNlqfPn/J7v/u7FAaS9zx89g6/9Iu/wm//fYcPI9/9zrewqmHse4xR+OA5OjmiH3uevvM+5y8/QVWK2+6Wx48fs91u6bqeum5ZbzfCokNcfGIWn8CcC8XswDL3G27T+aDEFXV3CsV7u78u0zjtjsc63cHrv7/ttrd16t+A1H7uUNLTGfzAzepWQFIh7FVlShKvvZ01Wj+OtLYm5ETwA2DQCpKKbGPmYLmQMXKzxOeRTd+zUDOMM/gk52DKiaRkspNDIuXC4D3DMLDpOjb9hu3Qk6PHhxHIE4V8cvL9kmX8H6tLX0q5UUr9b8CfBo6UUnba5d8FPp0e9gnwHPhEiVfvIXD1RX9XKUVRAsAxzuK9p++2gtFWiqwV681WavrJVspMsMuYIimOdCWSdAFriYCrKkIWbS9rLCmJcYP3HqUKihEMYsZYiUZatglrFSkmiIBRRGVY+4htWlSxRAqbbcftpmfwkdrMePbeN9CzdhohajIyVrSTUk9VVXRxyzYkGARYtO07XIYZjuut52q84unTd/jk1Zlg7LsOq4T/f3Z5yXJ+wJNnDzg9nJFHj8mQNwFna3IWC+qjuaPvItWTJ4Qx8dHNGe8/fkyMilnecFsyj7/xbbbbNbNao9EcHBzxzefP+N3/+x8wryqa2nK8/GnOPvuM48UC7z2zpiWnyMnJEYMf6EYBLylToZuaZrnkarVlTApXz2S+HCJjkMlDAkiFtnKIaZjU67v0XSmF0lZES0pBnGDNvllXlEJPJgw7Y9C3BXNGkJD3byulvIaiyzlPbHwpI9UOUgs4I8g5kUWLdFGcgrdjT+8TY8wkIX5QVS1ZO4xz2KYhkFAlYHDUSWNSxuRCXTnCgHDoU2QwBWMdQUl5uu1XmKaiDwFnF2Qghsxms2G12rDpe1a3W4ZSGFREa0ToJSUBJampJ5GY0nrBMvy4iv7LdOkfAmEK9hb4c0gj7u8Cfx7p1P8LwH83PeW/n67/5nT///qT6vcd8CaEsMfOa62xTUNSstobYyRdNBbthL4awkgaBXtsnBHDg1pqIp8izmqpz9drgTKWjLJMopmCtTf1JExgi3ijZqibhoSAHwTjDOPguV1fc3OzomoXHB2d0C6P8CERGzmFtHH4KMQIY1tyVoQxShmSIQ2JyrUM3ZbNZmCz7em3W2JOrG42xGJo2yXN/JCLixtKlJqvnc9ZHh5yu1rxgw9/wKOjjsW8UIyaOAYy4SimcHB0wPbWU+g4XiyY2SV+SDz6+oymajk/v+CozcR5pNIV3/rGT/HRH15yeHJIawwPTo65Xd9QtYLzdsox+pHj42OWR0s+ffFiL0DicJxfnHN6csrLly8lk9KGvXXPXQ4OaLxPONdMXfbdNiuPEdKH4MBFW/7emOxtu/ibl28+ZrpeKHe7eZkaXDuwzRsv4H0gZjGsHMeRi4sLvL9isVhgZpYxic1TRBG1yKeFFHCl4NqGMhZaYyU7KeJknJPw8nXJKO9RrSGniPeRqOBwccyQA3VtoWi6TTfFwTXbzZbNdiuX3YaYRsl8fdi9OXLZx/nnP6+3HF9mh38K/C11V1j9N6WU/0Ep9Y+A31BK/dvA7wC/Pj3+14H/XCn1h8jO/pd+0gvkLCMzsYSSHRmQndhI0DVVI3ZGwYt8ki7SDDEGV1vRj1NAFl05DYTRM6aRmESUEgXOCTtrd9IWRAfNOYfRNcqJKCQFUlKEUthses7OL0mXiuMHjzk8eYg+qIi5CJmCIrXYtKsrLD4VxtFPqjyGFGFWt3SDGFMeHBwQup7rizN+//vf57t/4udZHiy5uO3ARNp5gy4Gd1RzdbPid773u3zt2XN0TMxnM3EbbcRWSBULiUnJRpGQEuhw0TBqi2oMlpau85weLPB+JOmK58+ec3l2ztHxATNrqa1luVhwHa5w1snct7LCOqwsq/VKMA8ICGo2n4kGwRTXZR+k+o0fuT9lYTB6L7r/+/Vg91zKXbDfD+L7awN8PuDv/Z399en+ku7t8NO8fTeKe5NkskvRixIylHNu3zAOqaCMo65rDJIZlCAQcO89pq5EZHXSM8xAKoXaVWgjcFofAqEUTC44M2FJisKPgahBY9isN/TjmuvLa2LKe1PVMHr5XLz4H+xwKvvZ+/9XAV9K+T3gF95y+x8Bf+ottw/AX/hJf/fNYwerNBPEctc0yTmjrCF7T5zefFEFY40IEJDEEELLCZ9yJhdREen7rZhKAlZrbC3d6TIpnYokdWRxuEA7g6sabreDOMK6hqHvySiuLi5omjmHxyc086UsLsAwBmIu5KLA1jCJKYYY8FGUXLWuCTFTVQ0+W1IYUBmWiwN+1H3Iy1evaJs50QufeTabkTBUpmJ1vaYoxcXFBQbp/D5+9pTFYkE/9KzWR5weHkKRvkHtGrq+wzqN8gVnKqqisaVms4noHDmaz+h04fGzp1xd37BoKkpOGK1wlWE7bLBGi4sKAldeHiypqoqriyuMNYxDL+SY+YzNeiOju+hx1ol11myGsWbqrZTXeOYxS9N034XfBXwu6In3oI2IjrwGvNnBY3fHmzv51KV+c0c3znz+ca9t7pNZKfL6KRSYEJR+8r8bxxGPAMJCLIwpU6pMLLJZlEl8tZ21e9FUU8x+Ixm9SE8VC6qthJ05Dui6ZhwDJSr6MDCOG8axZ71ek2Pm9uaWPni6TYfKhRS89EOmRUxNk5DdRrfD0yv94yP+K4G02xsBTnWbtVa8x2GfyvvJL8s5wc9rp0XnfNrNSy4EHwgqSV1f0l75wzgRvtij85jqPW2o2xo7sxijJyNACfTV5QUXVzeECA9OntA2c7DTiK4occYRb2rQdlIi8aQMQyz4BCkqVJF0VRdRPGnbFuda1qsNq9WajOj1OecmpdeRkBWuFaTXRx9+Qiryv17cXLHZbPjBjz7k4eEphyUx9CPkRNu006hLakNMwZSCm9WMfaZyBjtrQSsO7RxnwOYk489sKTlTVRbvB4xzlEn73zgZU+66yky9llwytrIcHh0KWGpy/9FGBECUUXc7/v2dZxfgTAw4dfc30XfBuqOqKnY77/Q37k/mdtd5y/Ufc1/JO0U92RTz1CFHMS1M7FFuXdfho5cRG0aIK1lKt1jSfnKkrJ2kuj06FVxVSfagFJutnI9CktHo5MjTArENkLaFbBRdGAh+oJsYcMM44L1nHEaCD+gsPYH7b0e9Zdrwkzz1vhIB/+bxmrec9+TJGXbHLMo6040dOjEZQgTGJGl+VMIjzirTVo6mEmSec45iJoCG1ZjaoRtN1VYYp7m4vOYmw4effEq9OGRhjvj6wTeJSVGSJpIw2jL6iJvPIEPdzkhYBh/YbHtQhlCk5k9ZYVwFxmGSAlOB1+RU2HQDt+uOg6MH+Ml1tW5nZDTdMFJ0Rex7ShQDzLjtaauW1WrDi08/5dvf/CY3qxUvz84Y2kMenTxCo/dCFPIhFshKkmqDECyc1I/tfEbYdjijMEW6vfN5S0xx4jEkbGUhC7R5tpix2WxkLIUEuogtZJq24fryGqWVgJ8qKwuA0a8H4VQ/590AasqwdsGrJ3572vvUsV8QBIZ6b+7+BcG+b9Ihr7nf7XZNvB2yTn2+Tb9jne2yTeccy+WSi5s1MUmKn3xkCKJou3MglvR/Z1EtFOsheMbVLcpsKaXgKkf0mbC5pLaG7G+J0cscfzljTImYCt2mEwejGPCD30t9m5ggJDDTNCNNGc3+7cncfkcE+nHHVyLg1aSiuvty8wQZVCASSJXDTauoABgScRvJxeBTIpRIjF4UT7WimqymXC2OJHlX9CAZg7WW7OSEHf3I1fk1XSpcrba8987Xcc2M0CbqqqXWhjBmis7EmGjbGVjL0IuQYMyeEAvW1USNUDZzkVmzcShboUzBWcvlakWxLdo4TN3QLubkq4rlYs784IhusqtyjaGqZmz6Dd5HaudomgZSYUyFmKCpGz755CXq0S2P1bfZdmtRijU1ZtcwK4pu9BjdkNIoxofKTFbaheVsThikNjTGMPQdTTuj6zoqI/LfogM459VnrybN+oyrnfyNEMTsY5KIzjnjrCH7ux3+/o7zWu92V97vd/2M1qBSRqy39b5Lb95MUd8M9Hu37VP2+/ffe/z9/yHLSjiRVmSx2f1jORfGTnZZ6xzkLKPQouS7UAKFDbssaTo/dypGtrLUTU2KeY8g3fqeYiEosbfKOQp4xyrQmpgTo5ce1Y49GsaRFIIkP6Vgpn8/33vvwh4sU/Rr3irPPR1fiYAH0LmQc0JNja9qEsSI1pAVe/x0CFIvKqXYbrZknafgrok64ypLMQrFpFabM9pASYnl4ZKoMouDGToM5AIvPn1B7gpZOR4/fky7mBGTonY1KQRiSWBrjDIMGVa3a5q5EgPJrMlRxB28j4QCKEPByrZqDD5mUlb0Y4/qa3zWDClRjGN+csqi27CYtyQjvmzbTc+zk3c4WB7Rbz03q0vIBd9H2tmcxekDXl7e8PBAk7uR9XLD1c0FzjhstNSqwhlN8okcHEY5KNDOGuIYmdU1oR9k/mvEbaedz0WfT1eMY0QrxzAMNFUDIL72ZDTCUhyGgYPlsdhddxsZe+YsQiNZ1F7EL96LRdiU2msFxihK0UIF3WnS5YwxsjjU9cQVJ081qno9a9VvLBwg2ch03/6YnmSmWMhMvVilppJBMSpRJ7alYCionFApsN7esr5YY/MtVrdgIyl5tFEwBhHkiI5SizTXmDKVVaQhYJQYTJRsIMe7kWHJhNChnSJZi3ZSxlmtIUAqgXUc6OLAEAJD3+OHAZWgUY6Uhkn1R967LvuUBYBIAZ3Z0Yh/3PHVCPipobNb1edzwSXLHB5KyXu97TQ5fg5h2M/ilRbhP1e7/e8oiAq0Fdnig6MDVF2IcSSsbtl0Gz68vWFmZzSLBe18pv0nSwAAIABJREFUia8BZagqEaXMUwPEuJroBdgTsoImUHxiTJCLkrpeGRFqUBrRMDLEVAg5kxKEmMnKAXqiTc7JKnN6+oSrq1ds4kg/BJrFUsQJ9ZbKVRweHJJipLI1Vd2I1ROOw2rG6eERs2bGq1evODk6YdEupo+zTMaIZaqDJXCqqgKYsAgSbPum1huHtmLYWVUVF5cXWGvxg98TXFztWK/XqKJeS5Ml3Zx6JM7cNemVQqs7NJ02+vXA/aLS823w1zfve0uw70qJ/MZtu/0vK15DpGqthbQSPMYa+nEUH8EQ5LNLkSKAEYy2BNgrNA1DJIeA1Rpd2bv+xbRApSwd/URBoTFGBD3MTmV3KiNyutOG8H4Su/Aj2nxBng7T35GjfOV3+HuQWtE3c9OHOGBnLSkVkpc0R1RFsoAkJgy9ra14w1n5YHMWX/d6NhOJK2fRFdyuVmxK5NOXn8JF4fj0mHY5Y3l0xKobado5scAQE2iDNhXKOG5WK7KyJCWaeCUJuymVQkJP2GdBi+WiSEAshd6L5W/MhT5kjG1RaBSa4COxaLR1xKzZ9CNXlzc8PX3KollyfXXDZtthjOFovkQpIeysr1aY2YLLy0u+9vQ5pShub9eQb6kePRFoZiyTYo5jtz/uJiB+9FLSTO4kO973578SWSB23nB1Ve/r1fuL892Ii7sOsWKC2FrBJEzN2AzknEgl7ydld1Mlzeeay1PjS1BZ0wn/xwl27oK9KPbjMhCZuDdr3TEEumHAh8B2DFzeXrGNmTFlUS1KBaPF5BSdp11byC45JyjiYFxI5FKIU3mSUtqPnBtTS1c/ZEr0VHNR4Q2xEEIhxUQM0hCOQSjJdwH84wNZRELe8hm9cXwlAt5ay3K53Mv17E6yUgpj3+NjFIz8MOBaR9M2KKuwWtw7lFGsuy0ZcI3DaEWzaClWYZzjdrti22/5wYdnPHj8gAdPHgkJxmrqecMYErptSSgGH8FailLkFBnGQCjQDQPbYWAYM/MdgMM4YsyEoohoSAWfIeVIjBVjiCQMsRi03Y0ORbJLV4Y0jvgE84MHjAnmBzWfnV2zcD3kzGa95vjgVIwKS8T3nufPnrE6vxa2VAjcbD1aOVIRUc3NJwPPnjyjJIVRMvtt6gbyHbhJo7GVJY7SPe42nQBmpvJPaUWO4tx7e3srjTzKfiFuqoaLiwsePnrIZy8+w7WiSxdiwFU1eRSm4i7wYeJ9V2aqg6U/kmJkEmgRdmPcwVXN1EnftfDLFwa6TEveuH/qXZZduOx2dqP3iDuh6YuBRUqJpBU+J0rliEqzOH4IwTOst2z8SIrCjLPGkVIUg4kSGYMg4CyKcUwUq6h0xeCDNPGmiZGtLGNXcE1DH3ts3eC7AaylH3u6MYh91Ga7p8GGNFAQ0Q3u7fLW3gvdojB5/05xztL9uFj74wTm/29HmfzfsqTtOYqpRIiBIQrTLKnC6emxaH9XjsaIc0dKCYXCW4tuLKYyaGfRStMNPRfn13z6yQWpJA4OFmJE4UQjTVZjIdhsh4CPI/XsgKEokQZOkq6PUaGMwSfBN6thEA94U8DUoBRZGVIQM4BUIKqC0mKFZJSVHkBR+JjoQiJkzRAKy+Uxm+GMenHE7XoAHFo7uu4WowzdZgN1xpqKFBIvPvqEpw8fc3RwyMVnZzSzGmMcqJ6ri084PjqmbZ5ydHAkJA0rUOVZNWP04/4j30F+wzTu3INbpqOu6z2oRN0jZkidXTMMYoT5ZvDtLb3vdezv429Qos2ScmaagMlllt8FeDPdeIfKAZXePnLbPezN26bb837MN/1/uxR7AuDoPPnAUciq4Etm1W1Z9besth3rEMTFxziM0eRYJqvxyKgypTIIuDDvVWxKVvRDAIVcTll7KpMgyNSRJ0GxkHyiGyLbfmAcvGR/Mcp7hr2Sr6xQu8/5voiVluYpeWocfsXNJHfjhN3PTpwvpYSpalxd0fc9TdPICcQdOi9msfPR84axBObzOSZFurHjs5cvyCWzmLe0i5Z23hLJtHWDT34/47/Z3Ern3AmUV4wfIGuHNk6EBiYCDcbhs5QOVln8KN16XywlZBnjoUk6gzYijqEMGUVICZ8Kvc+kMi00m0g7PyT3HbPlKWEbGbzn8uyaqjIEHwlu5PGTpxw9PKFRFXH0aKXZrFbcrArvvfceYz/S1M2+FLoO17R2Js3HmMg231OYkY66qQz90L9BRZ0O9Xr6XqYxkNaaxcGC7XaLD/Jd3A/6MqHl9nXvvb9XFHuThVjyVAbcff875JsySnTo7s3tv3C+/pb//f5jX0/j74Jdzre7c6/3UrMPweNDJhZZlLTWRK1QWZNzIKWILyNBi5uszD3LxFwrpCjehXov8DEZoJgKXQzGWGyR0rVL0MWRzTAyTgKVJUtPK+3YcDrLR/PjJh4IZVdWzR3W9u3HVyPgS94H+e7DN8ZQGYPRmpIys6ZFh4hWam/N45yjKEfd1EQy89mc9XrND198xKdG0U4KObODGYvlQrKGEIjDQDVvwCq6bnfSykm/3W4ZExQt9atPgZg1/TCQRrBVQyqKkMSnLiFgHF8UJWZSFivqYmWs6HejF6DPmlScNPhsjY89bjajalpMM6cbEil+yvpqxdnZGYpMVdW0Jw3b9RY/Cv79dHEo3V1jaOdzStYcHR1jtcVowzhGlLWkYUNwgUW7oNt2kq5PJ81usXvz911a37YtwQcGPzBvRTRkl+7P53Npnu6yg93zuKvjY4rMq/nrc3PYIyhTkm7+rogvSayVURqFeX2H353Ab9vVf8LtO2OGPK1pu2CX5hl7XP3OW2CMnsvra3yWLC/nQirS4JQSZIJiKyeaDFnINkoVzNSYDEk+l12judIVrjj0tAPDhDVRmhg8YYyEyYPBez8pNOc9LkABuaR9mfKWAEIXC5NzzRe17b4iAV8Yfb+H1Lazdn+7LtLNjbsPwEKZtLytNSir6Iae1WbF2Q/O+LgyPHp4StVUBEQGK+bIJnmSMVR2RjWviabgY6AYjXG1yAEXEbWorHCaY8yEGFn3ntQbnK1wxtH7hO88dWvwYyImGGIWMURT41PGVAVdCQIvFU0qiDIrYlAxhoBtGuqq5ermho/OPuPs05d8/KOP6S5uSAFUFl2485sLVM6cHp1wdHTAt7/5LV5O0tnb7YZ6PmNpZTGKY2J7O6KKYjFrWSrN6XzGsO5lnqs0JQpnPQbZwXdW1kopIevUrdTvN7fMZjNCFHZcynLG7bjwqUjt7IMoEdlqEhcxWkgofsA4Q1VV0oBVhcoYmaLEgDV6z3jUjSLmhHJ6+hz/X+reJNayLc3v+q1u732a20XEixevz5eZLzOrnOCCskzJTBBDsMwEZAuEGCB5ioQQyDMGMGCEB0ggSx4AEioJJiCLIfKgLINVVXYWruzq5cvXZLyIuHHb0+xudQy+tfc9ERnvZWZRQsGSQrc798Q9++xvra/5N3BYYyhlXoTETrgZNZ1q5XGoFzYAjRWhx1i68oiApM5ajERjxCAz8BA0KtWkWPPk+Zdsu45hTLKha0cEojZkDM4ZDImcAioLhdjnjI8DqEBEmrjG1SRlGKImGAsWhhhRVpOGTqZQKaBzQsfA0O5JKcgLDAqHk35NtiWDKhgVDXPuojJo/7WDjmm9NgEPL54+AjPtqUxVZqda3liExjgELyYB+5Hrm2t22fP+++/iKjfX/6Zw7Kc00zqLckoEMdodYxhZLE9oBxG3TCSyqQTKG2EMEvRtN7BYraHIMmUKoiqBEjlb0EYaOSRCUoJ3HoN07pUpOP/S7ENAP6vlin3vZXznA7e3t2w3W3IIqJJq3lzdcO9sTUjg+4hRhvNn54yj5+r6hof373N5ecnls0vOTj7h3sl9CAGrLW3bsq4fsN/v8f2IyQXdNqWDB531CV02jdwkpYxF/+8Owaa1aK7XTU3Xdq9Eu00jvxijZAre3zWZDut5ffdveu9fvhdegOUerhlNpyWapy8PgTfyhPOXWR2UjgWXOgFapr/3druj60eMtlSuQenEmBV+HMhZF/hvkccqMmoqq7nhPIZBKNaFAGTKfzwh+FDStTdGmpPENGvMt21b5Nl/tUdcnpkzAHl+S1+4dq9Yr0XAowTvPqUxU+ptrRV3WGOKx5ycHmMKDF3Htt3yxfaW9dGat956i973jPuRallx3CxogzQv6roWMoczDGFgv/fklFgv1ngfwQd0FCdTpRNJa3IuLKVYRlfaiiJJFtCGtg6f8uza6YMiKV2CWV5UjPIGi0YejKU5VDUrXKPpRumah5hptzuuLi6FeRUSwXtygmVVsdnsiUNiY2753je/y09/+lP2+5aT0/scLxecPXyLoRu4vLzkjXsPURTZ7brCR8Mnn3zC8eqY4+XRPJMPIYhyylSblwjSSs8ssSn9lvSzcBucoW1bVqsVt7e3OOvuuuLTBmJFoy3miLOOOIoAydfdxEqrWUR0xtm/ar0yfZ/xpXe17fS4lOfqYK7X1bSplJFgSviQGELi4uqGtntSNmkB0fheSs2JsyEA4zSP23LKd2l4RCDcWYxN52CPkHW8U3WyVhSOx1708rruDkY7k414kQV3oN2ZOQh4lTmUtHvtyTMKuQhTDQ+C4bbWktFoa8UKKkZhMO1uuby9RGnFtz78EFMZNrsNkcjR6RHL9VJwzHVNvazLaS+z4L7vidHzxoN7oAy75IkxYZTCWEtICq89PsI4REYfqZqVKLhkqedATvYUpQRRaGnQIZuGYEQNOZe5fJRAxzqaeoGytVj7jiNKW263O7bXG1TI+MHjtMUaMRPct6MAqPzI8qimcjVHqyPeuPeAD7/9bTbbDTc3N5w/Pef9d7/B06dPWdVr7GmgS4Z23/Ls8Wf87u9UTBNdBRCjqLSGNGPWJ3y7KYKhtsBFyXeBJJbdfhb3cMVyah6sqxdP+OnjoRLxC6e2uvudl0/5r6zNX/765e78wdczVWY6+CdcfxYhjYkfH7OiHzwxK27ajs2+xacIB+MvlaV5plWZMpRTO2X5fCLTULKmqXmpvAGbUNFycn9F0zT4JDX7brdjt9vR9r1MnJRsfBOs+C96vRYBP715dV3PABwQwktShgzsy4XZ7rb0jeOD996X5Fgl2t2ehOLs3n1MDvRth0WjKgtOTuhUsNDJOVb1Aq8jYxS1WgC0RVmLUiJjNHhB94UECyOgCx8Tqlj4ZqXnj2ihQSogFhprRBESiCdeJqbM8miBqRbEggZJKNp+4Pb2lv12R7vboWJmJIics5JmU/ZgFo6qWrHdbDk5OuLB/fvsbm6JMeBczdtvvw0Jbm9ucWcV+92etn/GyQqOTk6kIRUz0UQaW0M56bXV88lqjXAPlssl19fXGG3Y70VpyGgz01q99wx+oK5rmXMXpqNw82WCkZGbfvpnnZ2bWNNGMhNVCu4+IRtoDFHu9YMm1Qz2eQWuPqe7Ez7lfPd76qW9QL84DUrBC59i8Gw2YvSwbXu0bWiOLGG3AxQ+jVhjZt+3XKTPvRfBjOm1TvesVqBs8aIrwCFjHc1yJSPnYZARYMGWTA3DKcOdKeBay36oynzx4KXLhnBX9vwKkty8XouAV/CCQug0zum6Drs64rPPPuOTjz/m08WCv/T936Zylux7Wt+zWC5YL5dix+unmW9mtVySmhqSL119aeBNyje3fUdWhqwsarEkRrmmG+9Ffz4mMHVRu5XgzCVll2RKU0yo5TTXbkI5ozAojKDZsqLtBs7uP6BaiBJu6z1KC/R28IGx9/Tblm63l3EUqvAHBEFlXUW/8zy+fcI/av8R3/zgAzY3txyv16xOBV6bU6bd9lS25vL5JeE4sFyvWBytMXbgycVzTpZHnB2fkLRCx1yEEqX7rrVmjCMnJycM48AwDBLoE0qu5Iy2sigvdShasrMQA5UpI7jDGh3w0Yu4aPR3wTploxN55vAgOxzFvXyTlO8lDvLXRPGYm55XvdjYm/6m6WmKrBUZUSyOkdvtludXN3z55BmX3ZbBq6I+W0GZlIx+KKKRXnQZyqE0sQYPsxattaBDgaqusdZRLRvq5YLey7UdxpF92xWCjKBIU4ykIJDbX6sD9+dYr0fAay18da1nzbGcM/t2z2ef/Jxbo/nmt77Jxfm5dHu9JqQR0zgWzsmrSNAOLUdnR6BgsVxy0e6JRKGFqoJ5DoFeZyj+48o1hCgwyCEmukGaM1W9QFfCbNt0AbQVqeWUuZMRvvscbVA5lQ1BkzEyRyVRNUvqxZKJN++cI2SNqxeoTc84lJ0+Sp34AuY0ixuONo6Fs4Ti1FrXFUdvvYUupRBZVHTaXYf3clq8+eabxJhn1ZZhGNhsGur7ApwRGrjCKGmSGi2b7Xa7nVNwV4vyzQSfnbr5M4XVKOIoR2ouoy5gDnzxkHPzTF9+ibuPr/r8VeuAXZfjiym/4hXlwvx7L/YNBNM+jeFGEsyp9e3uGbf7kdt+RFeGXCYQKYkUeooigBpjZCj9oUmM5eWATxEqZ6nrRg4y7WYWnI+B8YARN0uwx7uJg8oHm+NB7f7Cx8P1a2b/r0XAAxgnneEwjlxfX3Nzc0NKidN33pklq9q25dPPP+P2wQPsvSOWTS0XLmd0XdEsTqgrw9C2hJtrqsZRNwvGHNh0LaZ29KFDG4PFYpxj3w9iJuE9fTcSR8jlxneLBW0c0cGiXS3admiGUBp8Sk53pSxWGaJgZ0mJ+UTUSlMvFtTWEkgE7VBZEUKmjxti7vHdLfQtOoaSOQBRobMhJYg+0qaRB2++xc3tFW53y+n9Y54/P6deHvHg9B6NcTRBOsX1ouL55TOWp8/QSkPYc7o6IXhPTIG+3ZMTqAh1VZNQ2MrhFguSNVxuNzhjGFPEFEUVQ2G2xSggD4qCcBkx9UmAJpEszUptGUIsM2tLVSYrQAkOQdPkqcEZEgpNLMYOL+eoKQqrTkQ5XrptJ9RZvlNrnubrY56MJ6RMMFqRfICc2fYBtONnT8653u3ZBc82dGA1wfez+EXXdTSLhqwTOSrhWZSsKKs7/vy0oYUkaFC3aEpfKKNyYOwTsWR1IUTCmIi9J40jDiXmFDoz7/pKRokJJS7IUyM1ifLN5C+ls7rbC/LXR/5rEfDTyT41MJ4/f051dsbJyYlc2NIBXdQ1T5485t4b9wTrngSfbCuDdwpdGYahp9/3KJ2ps8GHkWygriuShQqHdgadakKxZPYpC9TRG6wF7WqyMvTdgDYVOt4BJXLWYjKJlho76/lUVwZUlo1ATmVNQlM3S8acxWopG0JSYsqQRaG12+8I/Qilhpupjwdsj4wiO01Mmf1uz9Nn50QfOL2vWJiKpB3ROvzgudm3MkXwnidfPuHe+hR8pjYOazy7boHximWzxHuPKX5+qoyMBO8g0mBoNctL5SA3UyqiGSklsObFhlipp3XpgOcSGC+2kdWLHwEZLH/NKGpK/9XBTf1SwjA/Ti6Y/K0KsipWV8AYPBHprqesuXh+zfV2z9OrK/qQcI1j6Me7ZqPVMwQ55khKxacwFG93M4lu3v1drhI1W1cJn0Ikusu1xUDS5NK9D6WsyCndKdik6VpOr1ust+TFvhjQc+Dnr0uP7tZrEfDee370p/9cGnanp3z3o2+z3+8xMWCzwSnNmEVo4KPvfMSnn3/K8v130EYosboyjDmw7fdk72nWS6kXjdSQKSF6YknS3pgy7W6kL9LDfVLEKPpgrqpR2uHL+M3aCmPBJ0UfAq1XDB4xWUiIYSQFJWYcOYkpYEQxJrGOjl1H2ifSZc0QrxnOE2NSbC6f8/M/+ymff/IZ7WYnoJEphSvpvE5ISRIUQzvSD56h7wlByCa4JatmhWmMmDEuGu4v16QM7WaP0xW/ePyE9eKWk/UxGc1+f80SSwprGldhGoVOFh0ioe9YWofP0+BHNqZUxlnzaO0wfT6Yp//SUpIJGPVyB+3gd6fne9X3p5XvHjdP1uegPgDolCeaMPoCzCmP0zD6SM6Kth14dnHDF8+e0o27copaht2e4D1VU8MoVOKu66RcMXda9M6ZmYcf4h0EWRpoZoaIZ6Vlcw8irur9KFoBQZ43eIHq/qqT+S9qvRYB/zve8/DBA+q6Fgz2MFAXPjw5Ubkak2EojZb333+fL774gg+++QE+BvIgu2+lNNlWVEXcMuhETomYA021IBmhZ97ebml98f+KGaXs7AUGShRCbc1qtaTPGZ8VY4IhJEYPIeQCvNEoe3fCU7jxMYHPoKuKHGHTDWJxNYy0QdMHSXv7fcfls+diPBAizrh5Hn542FlrCX6g6zoBbnjFvgtcXu1YLrecro6xukLbjMqJyoDWlu1mh9KG9foIkxXX17csmhUZRbU8ous6KndCzhmnjVgYaU/lLP0wSMDnTOkV34FvrJ5HUOlVgfrCYS7CldrYrx2f/dJ61YE1pesvje3iQQE7edJNGH2NYHNiFgpuP0RCTtxuWzZ9R8gyKYkJdvtWMgFtZhCMrSZ752J2abQo/BTi1sR1t0YkrjAaV7wNxwIfFns9GdcNQer3MfhZp9Gg7oYSX3nKczeTn67v4TU6rPO/5rB/LQL+B5VjfbIUBJJSRAQCamuNihqVBYxQKYu3S7KBxxdPuN1uWa0W+OSpKoc20t32MdLHkSEMmEqEKo1S5ChAl93kTZ4gh6Kmo0y5gRWLakE0jmAyg48MQTF6GLPo1istbjJoI5ZCtjQAjcPkiNcGrQxBGUxlcdNID4VRFTqLQspFPxI6T7fdS2D4cHe6w/x5t91xdnrGsB/wXjr/fR+oXWLwgV07sN2fs6gXrNdrVvWSD9/9gP3+CX3bc3xySvCB3o9s+46L8wvqDz4kuAZ/c83J0RGurnljccT15aXQka3GlWuitS6qNOZO941URmqWyUhkqmWnRAWklvY+YBBpqP1+P3PwwwGrSxhhdyi7l0+8V87mD079w81gemzOmaSTEFKUwsdAN3q6fuDpxRXPN1ueXV4QcqLvhjmN90MkKilxhmGYR5aU11jalfM40lVCtXbO0XtpwmWjUNagrcXmzOg97TjSjSMpSXM4xojO4h8XYzGZOOAxza85Qy6w85zLNZ5GixMGQNlf/r1XrNci4BUQvVwIU1Ija8uOOSr8GFExibZZSujacnJywhePH7N7/22OVyuhCybp2vjgGYJHO8tqvQREuy6lQFRJFHGVQluL1kKv1drKiA6LMyKv5cuF68eRgXIy44qqjSmbhMhZKW3lvtNWBnO6IgApGyIiPZSiAmVROTD0I922ZXOzJfr8YjP5MOgPvicnivQ7lNbsh5F23+NczRdPnqCUodKW73/neyg0y8Wa9dLgQwRlqZdHjD7R9VLn38Ydp0fHJLY8evu7jDHw/OZarn1TY1wZvxW7KDTzqQYUVZc81/CzCu3B3z5191OW6UtVy/hOKVVGUK9e+aVa9atGdUm9eKmmLCQXkkwKkUwiJWlCXm923Gx2XN5uScZQN0tunl+gqwrViYWT9wHlNMpkdJnGvJyNKCV2z86JytJEIXbOERAQjnJ3k6eQEoP3jD4QgycWkYtJdXkCKx6uGaykIaY8v6YCGZwBS7/Jei0CHhB0EgJUqJygt2II6ChJrnREYblcMqjA8fExXfRs93vM8bEIXyK7ZVAJVdeYRpIlP47EJNh7bTVWG3x+UZwhF31ylMKQ6UcvHflBOqtByUW/68bKY0WpVJxftHXEKIq1w5Scx0jMMnqMQWihORcwUMHP5/jyW/3imk487z1GGVLpL7S9zHRtXQlf34vuXdaC7Q4+ojWMg8eHiKtqbFVj64bzm2saV+GWC6oUud5tGVzF9e0tJ2en6HHEGUMgkLMWdh6iuT+r3HAX0HMfbQr6+Y+XujrGOMOlQ3hFzTqlreV3Xv75L93YB18ebhsTln466XXBz4qaTcfT8wtubrfcbG7YjANu0VA1jdhDDz3jUBSTIuQc54xmNq9FNhhjDVYXkdScRGAkBUzlyIUdKYIontHHWbKqH704z8QAMaJlpINGvVCazNe2/IdzoE/XfoLeUmLj66H383o9Al4pFouFMKdCoN93Ekgoggp4EspqalfT+5HlssHUlrBe8eX5l/zkz37KR9/5NmMcxKDCKEztCPsODDOV0ziNdgoD7OLI6CMpO3nzakvQjnbv6aIYfPiUCUmhosbkTJ0FY2/rBUkZwcbrAMaCFfHNRVSoBDGCVQaLwZEJWdPrkTpoWpW46XY8vniGIkIYeIni9cJ2b4yZ3XVzyhij5AERUJqHD9/Bp4p+CPT7PX/6k5/gjCWMGWsrqqqh9wPPL295d/k+J2/cg96zvbyGwfPuX3rI5z/7hL/yl/9FjlYN7c0NdbMimop6YYkqETUYpxlywNkKTyIZmYBPuO+J46QOmLamnGAA/b7l9N4p7b6flV+nlXIumRCQmXX6D/8ZVboJU52OPIUrAR51nrHzKUoav+8lkHf9yNVmyxdXN2x3Lbf7FrKm39xwfXuLa2rquqapMu31BhUzaUgiYqqkMaicKa5FlqwtUWvhWmiLSZGlrYhDFO58VESdSDHhx4HgA7mP6N4TxgFTyocudKKDZ4UlOLPhyCQvXgEhSNNT6MPFY3b2WJCrMJVDv4p081oEvFYKa+RUV9wZUmQgJCEqyAuO1IuaqpK0KcfIydERv9jccn7xnJP7J4VwA33Xi4/3KCQRa8QJJRAZvCck8Yi3dU1yjj5Fut7TD1lQcikTI5C01N7Faw7lJAswMj0IIHd5mZP6KKSZnIwEQVLolFGECaKDLsSLttszdC2LqmYc/Vden69M21TmjQdvcnR0QnOzo93dYCvLw/vvkHLkdrfl+OgeOXiOjo4YCyBn6AfibmCxWDAUYcrd7guuLq+5urqiLizDFAKD1ygNmUhI8v5oY1Eltc8q33XGcwm4A8zI9A8ExNP3PVVVvQjEecU6DPT5e3KD/NLpr0vTK+cyNSm49phl5t2HxC9YEph2AAAgAElEQVSePuPyZkM/tPRBXgsx0u47jLb0vfjJNaslpjLEIcxlSirvsdZGyjc18SMiGQNWo3KWkWxOEBNJSRPXD0EQfT4Se4+Kk1hFcYlRiqzLpEGlgxf6IqlQacjlGH8p9/nKa/iq9VoEvFIKU+bqU3orjSFmdpHMPC2mrkExy/hMUsjPnz/HvnmffhxmJpMPd3PUmCNohR89w+BRxpKtQWlD37Z0ITP0isotGQdPTGqG24r0rxIQSwHG3DnkJJFNUjD2IynLrj9G4SyHlBijwpd267T/NouGXddinGPct4WR8dXXaBZDeOlx1lr2uxZiJmXp9quQsaXhFmOk3d1QLxaolFnUNbubDcfrNcEHHpzeow+Ri9sf8+mXj9n2tzw6PYFKsOMmpVKW35UzNcxz+ymlB0ndU7kdJ5Zq0mpWZtJa0/uRxWJBGEK5nvNd8Euv9zdZSTO/LzEEUrk3rja3XFzf8Pz5cwKW/X5PN4wMgyeOUUqiMmevqkoMNw7+mlxELZQ1YgKhdTHwVOQixplCkLpfR9n0rYKcCm4jzxj8SJ5RdXC3cb18Hef18hRDfcXnh1//ivh/LQKeLEL9Q/D0Qw+l0QHQLGqMtUXdRjMEqYeGFEQUwzrun93j2dU5t7e3LI/WDMOAXlT4lKnrela6HcaR1o/iBG0qMopu37JvA0HZgp02AqVMgpiLiXlXl5Q6kqKAVYxyxXqqzKfHMnMVWA5jLHP4qPAqyZyfRFJiR7w6PuI2JbmBXr4mh5iUV3Stp/XkyRN+9KMf4aolWll89MQxYBHJ4+1+O0NnYwgQIkPbMaiKFBOn9+7zJz/8Ic4qPvvyCcZqmq7jVI2kqkJlhUMaktPfYNyLdtiHQJhInh2jckbINOXHMU3d8oi29k5lBxlNHa6U79BrLwfEy9ciKSMbTc7FV10ymdvtlicXl1xeXrHZ7xl9ZOhH+n6k7XrCJDIZD7zuEKjtwjUlsAGjUcaIeIgSVZlZFjomDIaoFJ5MIONDFPAVmRADYQyMMc4Q5xjibNc12XMdXosXRpuKrx9f/obrtQh4SQUTThtyXRNypqpEE31RVzNtdvTSfBr9SDaKhRMXGlMtuNWZn3/2GbcfvE90RlL2ItbQBk+fR+KYsYuaRVPho9BSh6SIWaGcEQ153ws6DCuGhloTlCZrQdjlLCM5EdsMRaoaMpbBR2JWReHGEGIiFOSdUurORlgrXF2jjCEq4fjLvI9XtmsPteika0656Qwjis+fPSUrhzWOPIzYs1NOT47ZtntuNkK7PVoe8eDeA7rtFhUD7a6DDNZULFZrNHC73XC8XnKzb1HKsFIj2i1QCjH14E7WemJ0zQKXibmZ5CcIbHnN0/06iWr6IkyaD5LTEMNdSsuLqqxT6vvC/TJ9rjRjFOnrKSvMaDbbLV88+ZKffvopu23LYrVm0w7s2p6YwRnLmAbJnJR02buuE+mr0ozIOeHqijEEQXbCPC2IPkBKQq0dR5IWyqxypmwAonQcoqg1jf5u7v4y5TiEg/FkoShrAyT1wqhz6l0oXnEATBbY+v8HY7lcTnhVavdF02AqJzz4UrN57xlHTzeIzLFzjbiapIh2Mqb72e5a5JPffhNjHYyeoUgQ9+NIc7TA1DV9iPihI46TRVcutESICOwRRdn1jSjRxojPGaU0WRUxhzCii9/dGMV2KSbNmCJDSowpC4vOKIxWWO2wtmaImWVVRA6M1ICMv14KO1swZTg9OeXhu+9yu+8ZhkCtK0JMfHlxzvHpiv1+L0KJ7Y7Rjmw2N6zqmu3tLSdrx73T+4SxZ10vcU6Qes45XOUEE5/Ep69WVkAsZUOaygt9kIlNUT1JkRklFlRW6xnWitGFkOJFzOTAPOFXHWIzV/wAsz6tyVZZWwEM7bqWXdux27WkrEWBeLPD+yjd7CJYMdGm+3GcLaGmUVfWCpUk8Kf/L5EhZJIGVRBWSilcZdn7Eb2QzQEN05RYRnKx6OOlGRn7ayHrXhpx/kWs1yLgFXIjC6lFau5s5ZTOsXhsec8wjKSUaZYLtFbkUqMrpaiM5f333+cnP/8Z292OvtfEfc8+jowxcHzvBNVY2ijgh9AJ2AbERUQZh8qZnI2oaXFHSBBlkyg/Mw5rLKnM6VMSMcuQM/2YiFi8aCHjXEM2ViSttULbGkZD8iO3uy0nZ2ecVxXDbs8r/V9ecdprrfGD5+T4hI8++oi3P/o2z6633FxuSCHirOH5Zz+n/sJR1TVHa7F63m5uub28JLbiRlqFmu/+7l/lpz/5KW3X8e6773L/9N58UiTzChQdSLqupFlntX3hdALIVjrUWSkhdZTTLILwyBFgVALsQeDq32Ce/AIIZ2ruKUU/ijnj9fU1N9tbNpunJR2XPof3mX6IaG3EMWcqUYxBlc1LKdClhAyFu58QtJ6CUrIJs9BMVtMTXiNIJqriAWhAlwZfERrJ8U7I8pfYha9a+lf8/Ddcr0fAKzGMUMZghdI0C1bo4GclzxgjdSMpZl3XZD9gbQVG3F3DGHi2XvP8/JzKVegU0drKGM9ZhmJRlQN4P6CqWjqx1onGWBYAjCsAn5SDCB4kpBs7/a1GNgqdKfr1EHVdsNSGSjuMduIZrwxBqWIWkel9z82+JefMer1kHEdIkcmL5dVwc+kLJBDnE6f45rc/4lvf/h7u3n2ak4ccH90w7Dtunl+wOD4iRLh+eo55y3L/9IxO7/H9wNHRETkmGrfgyZMnbLdbVosVQ9eRcsA4x2LZlA1Yg1Yz7DgVoAsFBKKtRvyW7kpOq8SuyZSTOKU0+yf4FOXzQ+z9QWNa5Vff1RnpUusSYHO9WxoF/TiijGHb7jk/P+fy+pIQd2y3W4ITQc7eDICiGwLjWA4RJGvQlQGsOOxqAWT5GEkR0NIXyEl68gJ+mbqUGas0wXuUgn7X4ZqaoGDqRwpyz+PDQExi4Z0pwZ8j6uV3/OsC+1Uow5cvVP6Kn5X1WgR8VopkRWwhp0hOipSyaIl5MU8w2rJcOpIG7TToSLVayE2Yg9RPCY5cw23UfPHp57zz4XvCXKrlJNpsRAbLWIOrMlEX9RUTCXkojakIxpFSZvQZnxTWHhNDYSwVXn3IMqMHg0URA1itZLPSGp9FQEkwdgqb4WbTc9OPDDnJDTy0rCvFNieyriRFTFEaWDkTihCiigljBATk1msqVfPBt/4FTt/8BmZh6YYBfXqPrd6Cj5hxwObA7nrH5dNbbp9vuX9yytnJfYyuqBeOD77zXZ5++ZSLzSU+jxgH509v+PBb36LWhoWpinxXzZDE226UHBXbtVSLhhQDIcfCSFOgFU0sNXup590BHNcYI9djAlaVFFq4An4WQCFBeiG9yGQbiQXxp5URCm6C3g8E60gp8fzqhp98/AmPn/yQ09NTdrsWr0oqncRhJifovAelSEoRi5aegGlqcoZhzDS1RetE8hFlNDlCTtKMU0bjGUk548NI9IE+KJZVQ/YaXynCKGM94b4PGKsJfmDMfqbuohHsQQlSTZ6x84ex+3L8yjVQ88YLRcYaQAmf4KsGPq9FwGutWS1ruQF8ovcyExWAwV2HPClo1g2ucmy6HX3f43MixEDSCqxlsVrx3jc+4PnFc9CC8b68uERZRYweUxlyjFRNRUbjFUxJ6dQzkxmxpa4rLAYfYNnUhGyLNbKQcnIqlEdli5GFI2tLNg6NIWRp/Oz2HV0/0gWFNjXHzZLRB5rFEffffIs0wn4zip4cFCENGWclcgF4KOxiyb/ye7/Han2Pj777XZxpyBaMrbAqoLIhdD3LN9+k1hmCoWs74jhwu90SQ+T68oqjoxU37cj19Q2P7r9B341sXYc2lp998ilnZ2fUVvPwwTXr5ZK6cYRQcXZ6SjeKgg0h4qwm+DiPw5RSL2DBoZzKRoks9EuIwtmfrnT8Z8krpQ6AJQisOElgpKxQJhdhG01McL3Z8OzZM3744x/Stpf86Mc/ZbPZ8PDhQ47OHqKseLcNPjHIUB2Uoq4qgpISJeW7SYA2gqEX7HrGj9JkNJNxaZZAnt4vtORgWmuCMjMytO3auRxVhR77G03ND5mEh0hEDr7/ipW/5oh/LQJe/RFAJKXIGAcx5kPm5rbUV865cnoyWxH7KKZ9ymjqugFj6KJora2Ojvjpxx/z1ttvoTVoNBqFUxacQhvDxHIrdG/MxJfT0sCy2hbpKoOyjhw1gxf1G63l+WpbiX+cEk28aUTkU2IYxXdsGIVHbUxFbR0hi0/b2dl96vUxurrm7P4R3c2OHLoCkxSSjFglWe4/eIN33nqPb333t1BYEYkwFPHPO0FFsgB/6mbB6b0zqromDAP72w2X19eolHjrrTf5wx/8M86O77GulpAS3/neb/HxZ5/SDwP+6oKz1THW3rLb7Tg9WdNVt2y3muOjI6hkQ2KhiaVxJW8kYlhxsCbRBul8l2+WVH46nWKMgpUoXPwXjDEASuc8JUArQsHg++jZdS2fP37MD37wA84vPiWEQLNasuta2qHHjgOVWgogR0FOBT+hrDTfcp4BLSkHyDJaFcOTOGcmWgu8OOVEiJHkI0lFxtCL0OnyRMpLZejCQAziABSL+vHUWf/NYDJ/vvXad+lnh80Q0Fmsb3MB2zRVI+m6knR5P3SEGIS+aAw+BE5OT9DG0AdfjCDh+PSE9AuZqS7XExPPUJVxUMrMOuW10aSQ8IharnN1cZRxROTNnlBX1loCWpB3xjCM4h1mtABtvB8J2dCNiRAzo09FIkqzOFoSkmXMkpIeHd/jwaN3pC7fJc55zLbzkn3ERBg9OUXeeu9DHr35iO//1l/m6PSMplmKVJatGIpEklZGsPPKYl1DDJn1es3N9Q1n905ZNA3//J/9CeTM/YdvyGanFD5F4ujphoHtdotPCZMitbE0TQVU3G725Ljh4vKc73zznHB8QtM32O2W9XJJiJHVaiUiEamc9tzNz+ex4qGllS7NvxLMv2SDVbwJcmmSkaQE8OPIpBK8b1vOL654+uyC51fXbHcdAIvlEccnibqu6XqPtkIeGn0UQ4ckm48uxFStiuNrlL5NSAmy8N2tdQVXID0llXLRWAhYqxiL9r5tGmLOshlMYpQhsm/3IpzhE9mUgFd3nIPD03jyAhDqdbyznDb80mk++S3MiMSXnuerQv7XDnglLvN/CDzOOf91pdSHwO8D94A/Bv79nPOolKqB/wH4XeAS+Js550+/7rnTvxwZupaQizXxYkG9XEhjLiksgpoaBuGEd32HWy4wVUUs80kf4oyKyoUE/Y1vfZPNzQ1t21IZw3LZUBlxR/ExknWkcY4xi7lFNoakpXmYygw05iImmUsHNguOvdzSOOfElqgox4RQ6vuQUFq6vcYqKqWJ5SR0xmCM4+zBA7710ffYPnqb6y8vycDYjaxcTYqJlTY0zYrvf/93eeftdzk7OuP05BSlDEM/kEISw4usi2Cmpu06quBxlca5ClMJZVMrxb/0V36X7e0Nm/2Oo9MTVutjUBprHaAEkOJHdKdZ101JVRVXm1uc0fzoxz9h7Ho+eOd9YvwJ7733HjqfUlcV0SdIB1LT5WYUtRt5nyVlnjTXD+7gEvyHLJhfwtEXBVetKBJRgfOrG86vrtlun9I0C9pWOBhVVfPtb3/E48eP2Wz2VIsFVV1hXIXCCjx6+rtKpx+KnqJKWGdAubmcpOBEKJpzKkRp+kaBa9d1LYIpkssThzin84cko/m5vmJNdT2lzPgl0M3LwMTMPKL9dSG2v8kJ/x8BPwKOy9f/FfBf55x/Xyn13wH/IfDflo/XOedvK6X+Vnnc3/z6pxa56doamsqi64q6rkWwQoueWdtKiqYry1tvvcVi7LB1jc+pMI9kVw0+yhtVGd54402abcPPf/ZnvPXwIU4bxr5nfbwmRy+aBMYWrrHBKkeXIBFJIRO9KN2EUTaCkEWlNiBjpkgW3zhlUUpEE8ZYamotQB6jRXU2W02uaswoePygHFonzh521OsTVqtTVqennJzd592Hb5FS4PjolKpZcXz0AJs1R6sjujYShxGtxHRQG4vWmb5vCQcyVTGCW2iOT0+5vb7ERLBLy+/9tb/GD/74j/jGhx8So8JGGHYtPmQ++fRzcHJ9E4q2E6+z1WLJJz//mJASTy8uGHrP+fk5/TAwvv2Em+trVosF98/uc/LGsczynZv589NSKLF5Qt9tBvMdwAv3rD8AqeScSx0e6QdPO3ieXDzn8y+f0A8XZA3NYsHZvXszD+P5xQVX19cs16dU9QKUoVks2PdeIL8pC6KyqPikAy6+sYqEQItjjNgMwY/giwy392hKNlhrXFUxRnEGDlEygaEbZsnpNPGdXzXnPIyCfCfd/cKm+Aq0XSqQ57uN89XApJfXrxXwSql3gX8T+C+B/1jJ//KvA/9uech/D/znSMD/W+VzgP8F+G+UUip/LdJARk7OWlxTk7ImRBGt7HtPvBFbnsXyiKASg48oJTro+76jbuq5xsqF1aQrR3Ka4+Njzj454+LigkfFFz6FhHVWuPNZOq9mAleEQJ/EScZHRci6ACgMMXlQrryBokdeVw1DSAy+l85ylnrVOYcqwBttjZQazqCUYfSZyi4ZU8LWNWrcoqqKswf3WbuGB0di9XxyckrwYHQtLjldJIfMOHrBAqSEszVJJcYg4A5l5br02dMsG5aLiu2V1LuPHj3iD/7gD/jwGx/QjXJ9F7Zm2+7YdXtsVeGaWnzTnKPte7H1Gj1VvSRkg0+aLy8uGfqRP/nTH/HB+x/y6RePqYxi/2jPQ3XBcrnkeL2mqipqV8/v8pTu52K8qKYOMyXgD3TZosp3armA73r2bc9u6Lnetfzs88/48tkvxDZsSDRVhXMOay0319d0bYsxmvV6TUL88JwT2rBCmGmxZHCTl4ytxUxEpUxKIzEL0SUbA0GwGPIzIXEtFguyzgw+k7UmJanb2307K9RKYJZmoExX71RsXrFeFSbz9FK9+Lgp2KV0+uroOly/7gn/d4H/FDgqX98HbnLOU4P7F8A75fN3gC/KHxWUUrfl8ReHT6iU+tvA3wYw7z9ELxfYegHWElRks2sZOk/OYnxwfLxiGMTON+VCW0TAH8mL6ozTMhoSlxqPT2CN5sGDB4x9x+ZmQ/PmA7I1pJyIKcibmTMhecYYiF4RlCUkCFm03JLJJBVISmFxVNqQMKgEIQwQJGVP2kpanwLG1iit0c4JT15bshXQjHEJUyX0Hrq2ozYaXS1w1ZrlySNCJ6yqOjesnUNpQ2wjjAEVErWqIYJVliFl9jEQa0vujGimR4/KidjvuX96ij9eYYzj8uI53ns++fln3H/4CJCJSK4MbRw5e+OMpmlYHa8YVGAYRiwisZySxquarVegarahY3e75w/++J+SxlFKMuu46SNHR095+OABJ0drFsvEonY4bemUMOQqJV5oy0VN7we0c+RUehATPt9KHTt0ov1GSmz2ez598iXPr694evkZbfIsWJD6kaSXhNDRDSM3N8+5ubqiqSvqpSNkhaVmiImsEyqPaJUISNpuiuCJaNMZUkgY69FGtoKh9ySfsAWQVVWGul6yHQK4CtcsiqDFiO/auzFkOZpNEciI0YNjhueihLo9c/fJYnQTI7aUGtrokuJLtqumUZySbGkazamDekirw69+w4BXSv114Dzn/EdKqX9t+vYrHpp/jZ/dfSPnvwf8PYCF/l5erVYoZ+gHz263p20nny0t6X1K83hj0q6fspmp+1lVFcoo2tBjKktjLUpl2qbhre5tvvj8cwFPeE9AjACzT4QRQlKECCFpoo6iLJsUIRvqxRERK2qywYiHXC6yTkWFRhh8EbTsvJUzYCqUNqRiRT1M8FDE8qrderwfqUzD8WKJ0w7fDtTLBpO1NA97BSFIQykdqMUCKgtIJKc7a2FrLWbZkPsJ3LPm/v37nJ7e45/8kz8sGvGRzWaD1pboC987R6ragcqMw8AQRsIgfYm6WlA5x/poze1mw+OnTzg9OkalyH7oeefRm3z6s0+4vLnh8rbFGcX1dkNT/YgHD+7x6OEDFosFVA6tFE5blBZRCpRmjAEVBOiiomjOBT+ilGLve549P+fJkyc8vbhgs/8xbdcxJM8YAgsn3f22bWmsYegTN9cbEprF8oi6rtHR4nMgeS+pvErogqLLSs9TBJ31bAppnWLoZRqkcmZZL0XfwGq0soyiYFpYnIZus2NoO8IYxfgkxLn7n3MmlWnGJF/+lQP2OfB4caohZ1npTx20Hl4VXV9TOfw6J/y/CvwNpdS/ATRIDf93gVOllC2n/LvAl+XxvwDeA36hlLLACXD1df9BJnO7vcV7qdFCl3F1U9RkanLOhcZo0Ua8zYSzDUkXyqgVRlNIgaZpSEbqr9EPjN6Tfeb49ITHT57w4I0HMi5JoqkesYRSRoSkMZWjMmJ5lZRjCBGUFtSdcqQcy0hQFWhtImtN09RgHUlZbFUVq+hMGAeGBEMLKRQnm2xZrhc0daZSFY2P5GhYnpwwjoFhEHWZFBM1ZXPRimz0QfpWVFRBVIKWS3y7IyJEo5QSTdPw/e9/n3/wD/73OQ1USjF0LUM3UFkB2GyuLtndXJeaU/oTy8WKk9MzAcMYw+rkmCfPz4nKsA+RxmoevPsej58/43y7Qe02WLekqhybGFk2FZ9dnnP25Q84PT2lWS5pasujkzNWdYUfB+rFgj4MaFVhjGUcCmqu7/Dec317y8c/+yGbrufm6orry0uMVtxcX9O2LZ/99GcsjldorXn05lsEn6hXRywWC05OTwkRtu2erk/4NLHewKhESbbnDXQYBrHH9p4YPRqNs0UbQBuZ3ERAJ5QxrNfHDAm6dmDoR4Ze/OJ8CoQk9b52ilQ0HazVdyl7RhpBZn4r7z6+It1/Ue4CcYjOvxa47oX1KwM+5/x3gL8DUE74/yTn/O8ppf5n4N9GOvX/AfC/ll/538rX/7j8/P/4+vod4u9Euq5DBgHTSW3msc5cx3mPTqIOMj2u8z1GGxEoqI10N42m7/aMPnDbbqGTrufJyQmfPf6Ck7PTme5ptBbpYiV9AqOMiA3ECEqJMYDRonBUGHO7IRKCqNn6GDG2wTUNtjliiJC1YwhiKoGWsZ5RCqd0AX6UrEQrrDXkkAvE0xJHoc+iBXsqKZ96oV6bACE5ZcZOBCVSzAy5o2kaNluwVTVnRY8ePaJp/id2uxZnHQmPHwf27Z6rYWBRLzg9O0bpzG6zIcaIqxYE4xj7geViPeuyNcsliz6I0IOyfPn0GR9//Gd84/33+fknH7M+bvBpYIyBLixZ1OLFt+1FibipK7qbTzk+WpNzZrlo2PUdxjSAZrfb0SyXXFxf0zQNT8+fYuoF2QcW62NSht1mg1aWMARav2M37Fgu1xwfnXB0coata2rrsK5h0w8MgydhZBqnFUZboTmnREh5RvgtFov5miUV6YcRV1VY63BVc9BjUCyOVowJfBjoB8/Yy+QgFxddkshgBe+R2/NXg+EPR21AgXVLczMLyhmlJLNLIcyEJqWK+JESERajX8nMAP7fzeH/M+D3lVL/BfBPgb9fvv/3gf9RKfUxcrL/rV/1RAKJvkvR5cLN1JV5ljt1duu6FrngLHz3mGSGO44jIQXCKKKVcUhYbUgqi6Ns8Dx4+JDziwvunZzMvG5nFFGJwEVKGp+SzGiVXE1lLL7w47txZAwQsyJnLY2uqsbWdXEUleC0WjGEqblnBWlaoD6pnMzjOJaJvkM5S0oQNKiC4MtZ4YxBY8tYQMZvWQNJTv31ckk/JrJPOOcYCqhn3+3px8xiseDy8pIPPvgxFxdXXF1fYZ2jcRXV6YnYOnuZxROFomxQNHV9J0VdhEkCCV1VrJsFw9iTU+KHP/4hjx494nu//T2+ePwF+6HDWkutEnoY8EXwoa5rUJmlrUhF360uU5btds+2vWK9PmKz3VK3HV88eULVNIzjyHYnY8T9ZifaBMaKcaixXF1dcrU5J4TEyWlPvfA8eONNcnEAMtZgTCYUVyDQhEkQVWuMYgbWxBRnVp4zhuRqTBEojVk2C6Vt2XwtMYlMWj8GxtETh4AfPRSbvRdOc/jqZt1X7AWTDj5qAgjJya4Ofk0fNP8PgUxftX6jgM85/0PgH5bPPwH+6ise0wP/zm/yvHB3cmmNOKHMp5p9wcpnuVqCRgI6BqplLa6wPYw5kEj0YWQcRYhQGxFAanctoU+88847/Pyzn9O2LfffuE/Xd2CteMLru9GMMOLMvHNO9Nlx9JAtWjuMNrimRlmRKU4+FTzf9Ebf5WxGg6kcPjtphGVNGEBlEdIYFDCmwsYCcsLkjLUOhWQuOSiiOhzXFHBLIRallOj9KLh24PT0lOvba0lvT0649+Ae3vsShIHVakllK5kXqwg60SzFYMM6g7VG5KgRznhIkeVySX+1JfsIRlFZxzc/+Ab/5z/+v1iv12z2IzorxiFAbGmaCpXk9FPGkF1kWdWMK+lf7fYdu77lZrMnZNj3Ha0f8Tnx/Msv0c7OLqtnp6f01opE1jgyeE8z9hxzTDd6VqsVDx4+JCWFsw3dMNCNg9hhGYdBNBNDDtSI6uwUPpObzh0NtxC0skIVXQRtHNpZjBYm3ThGusEfeMMXotVUr/8q1Z5fQZSZabkpzXr7M2+HPKsKyb88Z41a69cbS6+QXdZaCyqLgiwCp10sjuQm9b4g3jL90BdN8yylgFaMo8enSFDyc2NFslnqUVitVkSjGFXgjftvcPnsKfvtXnDeJEzphFqlqFxFUpYxScOs7/akKPGrVYU1GuMcxlayWeRM9COVXZBDljQ8BKx2KJ2xGoIyJC3uNkmgeayixmdNTorBezJRACY5YytLpSyEkuYl0YJHC6ZcGSF9BB/xYy9ZjgZlxZJqdXJE1pnHXz7mvffe4+z+Ge+89w45Zy4vr1gvF6LaUsAbE6hpulFThKpeEL2n6zqS0bTDSAAcKSoAACAASURBVGVrVm5BGkZiylitOX/6nOfn5/zO7/wO//ef/gRba2kwRYhBRl9ReVKRZc5G4SqHrRq67S1jiPiUOL+6LD6CmmEoGu6j+KhtNjuaqpGDQckp75ZLmuhxVWLR9zjnxKNOGVxdo13DQGQI0MVACJmqqrDGYXSatdyHUZpz80kfhcDlaodPkRQzrnIoKz6CKEU/DuVgGUUV2HtJs2MkO+5EKg5RchMe/vDjy3j5g39KKzmETEHkFXRyZkIp3v0qWkqAaez5Veu1CHhQxGBKU0xq2UUROuyHXk62WEQwwijNLBJZK/o4klVm9COtkY2jdrVcMKOkHk+Rse+xTUVdGVZvvkGzW/LZZ59x//4ZKQWMjrhmwcI1tKMg50KEkHWRubLU1qKTwi4akrIMMdH3HT5pdL3CKKgSdOMAyVA3jXShU0KnXm5UPBFDrS1jilTa0MZQ2HYWawXumSsrJ4VWxCEzdqJlTsozzr/vWhQjwQK1RnnLcn2Mco7Yt1xffslx7VCp4+GDe8TwJsZB50eWyzXt5pbN8yviMGCtZexlzq21wS0SDKI6tK6WOKexObNYKMI7S57/2VOcW3C162h/9gm//Z3vsb24Im63HJ2s2fQdQxhIpiZlAbO8cXLM8dGCB2drmkbh88iolPRElCNqyXCCEYw+ynDx5RO21zes1gveeHCfuq65d3bKbrfDGcPp2QnagbGOarFm6CWTuOlaxtFz2XcklcUQpLZoZHSacqIPAxlxhFVaJgNWaRpnQCXhroeIshXGKQHpKJFD242BcRiIfiDFjhB3ZJNBRWHWCTlDpjfTRwvJlqzMZIR/m0WWQQn2AIM4YmqIJhftgYQ2GaWyGKdqDVbNLrgAOiZp+5Tp1Z97LPf/xcpIoI7/T3vvFmpblt73/cZt3tZa+3audenuaqnbcRvFtoRIZJIQYxKQTciTH2IM9oMgL3lwIBAsAoE85iU2gRASSMhLSEJIIEYPMUaSXwKxFLmlVsudVnepq6urTp06l31blznnuObhG2vtfaqry+pYqnOaPh8s9t5zr7PPWGvNb4zv8v/+f+9puu4GnlnbbYdCSu3B7/PKeZ4Z41z73iIKkHOWsC1HjpZLlFY4I2AZgSFKW+zenXt845sfcXlxyd07Z4KN1jDGiXnM+OrsRTla28pgjHZ0pmHrA6Of8EmBaTBkyIEcRlLQNLZB4ShFKLA626CanugUc1JQcdJWibJNSYqmaaFojDXs+dBTZdzNSYHJci/oOndQIrqJTLsJ6zoabQQrnh0lea52G6xR2E4gpcYaTu+ckpXj6dMLdpsNwc84ZyBK2nFycoLebtDOETP4eeJotWToO4ZhQFF4+PAB0zjz/R88wkepobSNdCV+7+v/lKPVMdtxxFiDdgKE0iiWyyX37t1juWhpW2mfGpltFkVaFF3TkI0wBsngiWDTffQcNyvmMLMdt2SkXtH2LdoZ5jDTdF1tlcrd7kNgu91K3UQJB51WwkCccyT4yG7egRIWmoMAirM0zhFLwhqHbgrKOTgwKavaZov44InBE2d/mISLOWLMLbe6dbrfsPlm9hNbat+T35/s5hNfPxkN7OHAe8eph/nt9OE2P98n7Z9fOvwcbI9M67ruoDqzD69AHH+fx+357aZpAmrlPCRixVdrJfz1i37B0A/oOlzcupau6VgMC5bDknE38s4X3+H68prgAwrFuNsw7jakKKQURoHTmcXQMfQtrbPM445pt8XpwsmqpzGyIUc/iyOnQGsVjZECXWOgcYbeiYaJIaIplBTRZHIKWCXglBBGiirMUcQGExKmt4OjGzqa3lF0wYeJkAJN5zg5O6Ff9rjOYVuLdZbtKDe6bRraYYFqpAbQNo6j0yV//i/8HKd3jok5oAwcn6x4+MZ9vvLVLzMse1IJYDKLo56j0yV3753x8I37vP2FNzk9O+bs5ITVYgEKhsVALpnHT5/wpZ/9Mv/GX/43WW+3XF9f46ryyunpMQ/u32O1Wkn1XGv6ppU2lSrEHCkpUkpC0PuFYdFzfHrEyekxq5NjilJsdjuenZ/z5NkzrtZrumEgpoxrW9Aya29dQypCzaWMO/DyH7j4cpRpyzCz56E64PWdqTRcVSOwjlznvHcoIQYNe8XXSkxZSsE1VoZt9tX4205av1eH5rlgC5WWk1zXCrzef29ufVXy7/Q+NfgRD6XV4fEv2of/U7e9w/d9z3YcD8WT5IVqOicOG0GMkavLK3zJJFXQjQyouNZxenZKzLLz7nN+ay1Oa2xjMc4wbkfUNLHZTYzzyPLRkvNn55zdOcEnjxuWxCyVe2UUGCuadFNiN0e0tpwcdYSsmeYtzrYYLfl2ykHQUiYTFZgccU2DtoLqU7mgipGIICVMsZgSUcZiVcYZxRwnJj+hisIqjW1cBfcU5jjhpw1N07BaLmsvt2GcBJDkGoefNU3XsLmKmK7FdV1VME0UBV3nuPfgDpqv0llN3E6cP32ODxMPH9zlenfNerslF8uXvvQlzs7OGIaBk5MT0skx0zRR2kLTNairLeM40jqZI1guev7g//0Wb7z9Jkopzi/PWfQdZ8cnHB8dkVPE9R2DE2Rb27a0bqIxljGKIot0rCXsXaxWPHzrTVZHK2IQbHqIgSdPn6C04umzp9y9f4+kRV0HZXCuZZwj0+hJBdq+P2D6E0mq6UHqCU3Vmc+VjLLGxMRSlYuaBlIh5ARJQuWUZaoz+VBn3WfY67sVOZy04qYyfxjQkR+zRgA5FRWqQXLzHwW6MTUKMAW9/3/q7263rM0Lnvyji4WvhMPr39FYbVFF0cSGMXjGrTg+yhF8YrPZHHL4WUPbtRhnRA2kyMnmZy9IJq1FyQbNcrEEpWhs4eL6ivPdhrZvyUmq6mfHZzw/f0rwgeXREt0YmratvfTCnBK79QVZObR2KAXb7QVZWfrhiKZv8Am284wzDpSmsZm2c4xdpjChKILamyOTF5kolTuMUrRWyVz1uCHPkYKhX7bkWEQ8cxL126IK2mUenN1HFHU7mdxKlsiOrCzLRvPk6R+y3q3xyfN8veX4eEFWCGlkvRGds3zxi2/zztuFEiJhNzNutzTLBQ/eflj5BAtd0x3UgBC2f7rG4tcTy65nGEbGIN2R2XsevPmA7WbH8ckJ3/7Od1gMLVDoq5MPfUvXGlbLBcYK7/9yDvSbLZQiG7iW3pPPCWUVy7srhpOeHBLrqzW2a4kxCk5/MbCbJsYYSLFw9+4xu2kmRAFuWQwahZ+CMNOkRMoeVKHtLGWvbVe9LqVEsRbnDMloplS55ZUDBaYocgQ/R3a7DdHPRB9wVpSJjJEWa0j54LD7YtueUVecWzpCKieUrSe/klO81LwdBQfZSl0wJWIQVCSFgy6d/Cd7GK+YUor5R/jaK+Hw+zckRrlx9pTDMUY22y0lq0M4b2votAfnFKNEihlpq1grzq+tprGWKXlCjozjyOZ6lDe6iFKrKnLK3Lt7jw8f/QClFauTFVpnxnkkYyghCVljyaSSiLOnawbaYYV2HT55dNG0zuKaTnTkbGGOntZYfJ3KImb85ClRYVxPTl5yaxI5K1KINMYIo0yeKr21ZZxHSp7pm5ZuWOC6jhQDWadaxJO6RlGFDz74AB8vuV5fQ0kshiXLoyO0cyiDzNcjFd6mNZQUAcNwsuT4BJRztMuxCnDIDRSCzOSXJCdYApaLgfsP7vP0ao2vtZSh67jarnn06CPuh5mf+7mf4/e+8XX6s1OJ3rpWKvNOy3iwlrz6aDGzO5WweJxHoiry+avaDjManTXowumdU9br9aGGo60IW6SiWB4fMaeIshbb5EN0aEMRaqrqg4KVEKgy6QZznpXwMOxz7ZgK2ihk9l4IVFKSWfiUEqHyEJCzAGFKQdXZC7On7jZSvCuUKlZSW2lKCnComxxea+SalkiiqHqSK7AkFOkFvLy6GTlCEP634vjPgLm9Eg5ffkGgszFGYR6thSlfpXWDTy9IEznjaJuWOQZCEEYVYw3GGbrWHUA5282W9fmW8yjU1iEllDMC39SW1WLFNO9ohyX3797nen2Nax2mgxQS3bAAIIaCEfQuURuU1TQGYvIi8qBgsDJp5VwLxuBqhFBKxmeByDYGlDagEm2/YDN5wuyJqqG1LSFlDIkYEikVcB7XCTikd33VNUM6Gch0Vk7Srltv1pxfvs9ufc1itYBgyTGzHSeZPyhJiBhSJBXNuX9OZxuWrcLZBqcNNA3dcEYEnl9cMs8zuWS6XibeYoyUmNn6maPlkrZtudqusc5i24arqyvu37/PdtpxeX3JO++8w+binFT56kRBSFchRk1ShrZrOT2e2G3WTPNO2nZIDq7RaC0FV201xjhs0zAMA5vNhsl7rq6uWB6fslwuGX1mXE+i0ppEBTaHOmeAPPaFX1QRcFW5cR05NBIlCS9hoeCqR+ZSCElUf/ekqnuNt1Kdfa+mq5S+yd1reL7nsds7voyEI2H9rYo+qp7y+zaclnuikLG3uuuqqiFUD3rhhH/lGW9KETrqVCmpG9dxebWhZME3K61pnaHpO9q+lw9GZRZHq1vFIUU7DJW0QqaJ1s+2h8GbvumY/IRtHCEEutaQdhOtlerr8ckpV+u16EGkwjB0xBgwRWEKNEYKOj4Xhq5l52dcO9A1LUlp5iJQzslHrNPMpRD8JPP0WaOKwuxpsHAkP1F8YXCaMQZ8bbeUHHHW4KzFOk3TL1BWY00PEcJciEWRY0IVw6wLH1x8zNXFY9rB4JolZdyRvEZNI+3CELUnG41qLDlqUpDKuNFydgQFphUgEaUQx5HeORyRaKKAbaYJrGO329EeGTpvaVqDUYWhaYnbiVXTcvftN/j9b34Td3XO22++ycWzwDyN3Dk9Yc4jTSMbXuMaiSI6BdqR3rmHvWx5+vw526sr8hwYhoGFHbieNhjbkrKnby3zuMHqQr/qePPhHe7cuc80Ry5+8IjgAzkrYuVGiGn9wr1mnNCOArRDi58lF9faSp0lVWBTY9Alo1SCYqRtFjN+ln57QyblGnqXKOF4iaCqzHgdcNFWU1RFYGqFVhI5oJRgJkwhi/K4+ILZt/QUxtSIIGd0PeVhj7C7ke1WpRzGu+XCj/a1V8LhFRJipxBQuXB9dc16O1WQhMXWOeem70QswRiUKqQ5VIaThpgS43bERCOTVBcT005IFHLKTLuJbuhQFR1mMJi25XrcSqhtFYvlisura+4/fIgfR2EvSbBoepS2FG0gRpxSDG2L7Xtils3FGY0msVr07Hxkt96hTIupmw/G4KxGWYePmRgyy67DZyX9YL8laQc50rZHErU0GtsvmUwmxhlVtFAmA9oaxtHz6Mlzrv05urUMi57x+pqcBJ3mjKKUKMMi1oKRkLFoBeOE0nBycixFz+rM1llWbsk8zqQmEeMABU6PjtjtdigViAqGxYJh1aGeSuXaKGmxbbZbhmHger3l8ePH/NmvfY27Z6e8/8EPePiFWghVilyaQ7HWup7Se1w7ySitUrz3/R9wsduhTmHRtuzmma5pyRqOl0tyTpydnXF8fEyIhYvzK3KQ4ZXRZ3yQ4p9VL2LOjDYv1rQqMzAqo5RFK4PWFmPtgQDDWCNyUV4m+GY/10JqohC57WuYwp5Adi9Dth9tFUESbk78/f+ta+hfUzNBzWVMLqgSMSWi1U1IX/F3INMaMjl6y8s/C+H3Sjj8vs++n+ZqmgazWDKOI8vlUvjqJhmX9SHS9z0pRk6OVywnQ4thNwvjy3YaudZC7qiVPmDFXesOSK1UEjlmri+uwckNUKIUqa7X17z37nu8/aW3KSlxslwyR40xoKzheFjhLRilySUITBSNQTjspu013gdWw4rRJ4zShJIxRNEGVzPOdShrOL98Ttk4GmUIOdK6hm7Z45yw4CpjCHiMMwQlApoZxfPz50SfuXx+iRs8b775JmmaGddb2qHnerMlKglbL3Zbppw5bWUU1qoC2jC0Ryz6nmF5htaaruvoenl/Qgh0XXcQPvSTF4xDyWjT4fPINGRWR8do/YQQI9ZappDYPH3G3bv3ePzxR5xfXvI7X/9dhp//BR78ma/IJEGl8lZGEldttEzmFcfgjrh3DG+c7bh/esbjR48JPjFYR6sMx8fH0ro1hsViQdu2fPTxEz58ds56t+X51RUxF0Qbwwg8uLgfutf2MG7UPokGihY1YWels+Ic1ihKhhQr49I44ecgGx/5oEUP3ITw3AqpFYdxWFXBNMZpci0o7FF0h8f+7+iCLQmrwKi9oGfCVH5lcfJUZzPE4W+H9JmfAIcHqspHOryHTdNgUhIcc82pFCIEoUuiH2fmacSVTJ4jiURTd+ZS8c3LyrwisMtE0zZstyPTbpIhg5IJKVC0IhJ56823+MGjHzBPI6enx0zzhqZd0rQW3UvrjaJpXEsxSvrlqTAlLbzmMdI1LdvdmqYdCLlgciQUzdA2aNezKxFSpHFCWDFPM30/0HUO3IC2DqUcpTGEUAjTREYzT4XN5ZaPn35M3/YsVkuG1UqOEudYrBacTyNzTmQUIcM4R8HOA00jPWUTDU4plv0xzhqGYaBve66urnDW0jftQfgwBiEWnaYJpw1zmSlFEUMWqjetZRTUKBKZzfWOo+NjYQICTk+OsH3L1W5kcbKgKAPFUJRo7zljcI2j0+XAAXe8WtF8YeLB2ZZ5kijOuIZUCm3biRBlLFxdXfP02SUfPz9nN41VNipgTYOxiqLyHsx2sFKEsfg2u85eVkZphVIGrQyTn0QcBc04zsKdcAv/IXMMukKlbxwsfwJIUw7FOVWRnxVpp29O9/1DK02xMkNhgMaALhmrEDTorZD+sxz+NsP3J+2VcPh9v3zP59U0HU3XixDkbichrNa4xrFSSgZLlGG73RJy5Gq3YywZ07UYq1GqYIxD6ZboRetrT0Aw7kZiFTHYY9GbpiGSWbRSnDo+OuLJk4/pWscwdAzLDrtomWZP1ywoUZGJTD4CMiiScBglAoqUiFYCndRFUhadpe8e0hq8gqzotSEZx6LrydahnEN1Fp9AW/Apo5AbYBxHrtcj290WZTSroyNyKJSU0UUq3n5fJW6lPdjaDpU8UyWaED01Q4qJ1fKUxaJn0fe0TQNk+r4Vam4jNGHK12JU25BCAANdbNgaA+qqOok838eIsY5WiQJQ23aEnNhNnsfPnvPmG29hm6bi4E2dPqu3cJEQVlfFIY1isVhg7TEc3dwbRWkyK3aj53p9yfsffcR6N+JLIRYoWjHUOo4ox2RyTC/wADjrDj+XrFCY2goUYc3GtZXyzNaaCoeT23svkFddIN0UAoGbAl29V4sSYM1+Myg1r485UXT5ocJaqbA5VSnaS4l1CjRRCJL7151r7+S3Hf6Pi6B7JRy+lEKsEr9+9qSomGcJX4wy2Mr+apsGnyNxjofNwCglLCRW2nSVhJ6mafDBH7jbU0mEIHLUAtlVpJjoVwuyzvRdy5Q8rrM8XD7gen3F+vqat956SGmkhtu1VtpE1jIlmPyIDwWFYWhNPTQKiUzyI8pmtOtpjJwG87QlF41CNPRMbSFiW5KxYBVTjLTOsZknsrJM08huG7k8fyopQrPi7r27WKk+UVIhzpGcErP3mMbRL5dM40jZBrabie3kSTnLbH89WBon4attLKYWLnXUgm1QihyzjHlG6flaZ2U4Q2tSjJSyISeYgwy+GGNQaBrX4VPCNQ6KwhjHdvI8u7rk7GwmmkK3OiLFhLYCiFH7iveteyJRsG1DKUpoyisz8XbnOb+65v33P+Tx02ds5ol1nOt8eCHOI1nJZr6HUoufiEdqXf9PxJkFtqGxVubeRfZM1ISKEqjsvmOUbhXKsq7I1tsTLLdgtC9cu32Sc+s5tx/79pzQZ/7Q48cJ6T/LXgmH11ozDAMAtglVJUTAFcMwgBIp35ATOz8xTRMzglHPWdpY0UeWJ0eS94aAx0teOU9cXm/YWjnhQpJCXmsFfhtzoXUtMWUa05BTYr2+5uGDh7z/3nv8wTf+gF/4xZ9nmke0MuSimf2OUAykiFUabaz0TzVs/UzKit5pAolpcyHac8pSgiElma9fLI5Ec04XMJmiEgmYUsbHGYVhvX7C08cfcn090fYrTo+OSFlyex9F/inH+nraBuMEjhx8RAUPrtAfHXF5eY3r3kEFAWsYB6Yx2EajnQA7FLXarJyMxSrRPhNVGektp5xJMVQAS+b5+blgILTGaCM0WVhBvWnN8uSIabcjlMT33n+froV/6Ss/S0xWwCK5CJlkTMwl3NwQRaP3JA5FoYxh8iNPn1/w4aNnfPTkW8xz4vlmx2a3g07EQnyYaKxB5UwpgZQyTg/ilUU8KqVSxTMKziETf66ha3uJIEpB1anmEAO73ch2OzHOwuBb9jPt+1rgbT/bO3T6xLXbMFhz65p+8ZomY0rCktAHZ4/1a/hjh/SfZa+Ew++plWUXLSxXRywrz5gqdca4JFTRlJBQTmadJz/R9z3DcoGPIiCgI6jGsd1umZtwCKXCFCsmPzD0C/phISQUmzXDUS+TXRTOLzZ4Era1PHj4Jo8++oDteiJbjWssYfZoNM4onOtJ2lYWnMiYIrsYcG3PbvR4H4lJEbKqtNhLGieUyymPqCaTTGAYGq62WSizUyJlxZMnH7H+eEZjeXB6xhQyJkWaRgY7XOfYjTuyUvRHHUM38PFHH6NsxWdjUSrSOMtuu0UHhUNRVKLtLLZ9AMgkVqnFq9FH+jNHyLUqbDKRTFYKcKy3u0oHBptxw5xHlIs0RkualTSmKTgsuSRMUlgUWlm2U+AP/9l3cfk93nrrLYauQZckdN6zp+2aG6aXUipmoFRIcWCz2fHR4495enHO+fUlyjVEAv3xks0oeXVO6iBJZZSjUUoiqlunbwziNIXCqD0hBY5XAxs/YVpH6zpSSYzRk5TmfLcjaNimgEIm0lSM6Cz8AYf1UgS5V5RMx2nQlZ236HKovsecoQaiKNBWoWrF3uSI2zu42jt/pCXIxB+SYqks789+70BB8DPKWkqMuK77kb72Sjj8PqdyztEYQ9e3N0QQqbAZN8QoaDllnDDbAG3T0jQNjXE0WiSClFGsr9egwVcnj1EAE4vFgmW/EjFIL7+zxrK+WjOSGOeRRMR0lhwKjWm5d/chTz5+wunZKX6a6YeuTtzlOveemEImxILuBrTORD/hdzsK0gFodANNg9yJDdpBt1ziB0F0xRTQpiMmubGff3jJ9UZC+uXxCuMczglHfsoyQSdhuaY5XmCVoyRYHi2ZdhP90EOGcZ6YZs88jrz/4Yd8+a37WJ0JfobyJqhEUcKyXwq0raUMEesMKQYB+BjNfBWYY8SHLJNs3otWHZGYpD6gi0MbqWgXLRTTuUjUNO5mGTDpHN/69rvYtuPoeIMyiqOjJdpotrM/VM+FDUhOfO89l+trnjx9xOMnT1mPOwKFsNuRrCKGHWjpxux70Xvl2kM1/pZpqw9tuSnXjaIkiXKUYp4nitYoa3jy5AnFWXISSmuNoOooBeMUSlmB46qKo0f0Dwt1f1F7kE09lWt77oWiXk5kCqaIk1vBd+IOp3zBkLBkdIkHkI+uL2L/6rIBayAWDpHAp9kr4fAgFcqmbbBNQykQfD2dU2EaJ7S2UKjsLIZ+6DEl44wUV2xR7HYbQVVpyxxGqcIrUZ49PT6tb7CkEGTo2o5xHtlsNtjWUlJhebTkKgipRgyR5BOPPnjEST6RiShliEYxBqGD9gmij4SkSEY4zRSadhIK4sY4TCMjqsUu0JU0w5dUaa80ad4xT4H1bubD9x/jEwyLJbYdmKMX+KbrsKbm0WRaq1C2RTsrUFiVBXKcPa2XKrvvW7ZhQqnCdz74Pl1reOv+XUqUPnIqiZIjIKFq04AmYpRi52fGMbLbzky7ie3OM+XA9Wbk4+eP+OjjJ6KZV26IGYSVtYopkIFM27Sis+4sUReC0fzBu+9ydueEszunXI5PWC4HhmFJ2ncGYmS9XrNer0npPWJKnF9ecrnb4lMha4VXGaUbEvu8WuSrVaqcCsiobFH7HF4s7nvUFWqrtSEF2dym3Q5rLXOMTAXatiMZxThuKDkKMAdDUUnUW5WiGMEh1H1A3PBWvn7TorvByMvP1BNeU3TGFjBFeu2mwmjle5muVCWiy34ASzZTLX+WosBpsLoI7v4nwuGrYKRrGuZ4i8S/OujVei15a9thXFvJJOTmSjFV3XKBxAbSQfHDWsvQDzSNUGHZxkkbSSn87PGTp7FCdWyNZbveQqOJKRKjRyvNvJv5/ve+z9e+9mdFlKKI8KXg/qVlaHLB+4lOO3zO9FaTi6HrOpR1RK0pTosgJoBWBF8gB7bbyPmzSy6v1wxdz8q1tMMKnyBMAWcbcg6VkXdB0/T0i4GCZusTCUPX9YQ5yE2vlUwNathVjvNH55dY/gjvH3G2mMj3K60TAjU1qhCTp+kcc9hS0Fxdb5i3njlmtrNnCpHraeSDx094cn6JzwrbtuSs0QZUVui2FRBISjLroA0xRFCZSx8ZU8b6iU0KbGKibR3uwjEMH5BSYp6/T4iBzWbDdrs9nNQxJzyKOSfGSZht/TwLLj+Wg/5gMYjcWJWALum2ftWLsFNr5fb3UfTqQhSIsm1abD9QjCGOI3n2qBSFDlwVSs7EmA/314s38ovfF/a9+lqZ/5Rina6n+M3XLFOXh2tRxrXLzcCMKgl1s5dIiSLLdf0Z+fwr4fDm68IYGkJg3my4fHotQochMG52MkrZLyoYJNNqK0Mks/TSJz+Jxrw2JJ2wVDIFbnbzMAWssygUYQoHwsJ5nkkkGcTwE0FF1nFGO4014jx3Tu8wbke++4ff5Wf+zM/ik8c0BmeQZCwVSgoMbctusyMXzZ17DzHaok2L7xQ+ZbyFRCKnQMqazeWai+st1x8EYtEs2g7VNLR9T8jC6LNorcytF8XQ9KyOl0whE8NEUYZF11f4LdaTdgAAFt1JREFUrpf8vUAoAR9knr5ZdPgtrKPnWx895snlFW/ducubX0iYrKUKX0QYUZAOUcgdojCwjCGymwPXYcanzPce/xEfPL/gOkRCFly/MsIE2zpH0ZI/2iw9a2sc2SSysWAsQYHSju2cmZ4+px86aYs+fS4w6j3FVr4ZoNJaE3KsSjFSA6FojBYeOadBqar6Wmrzqva7Y7xxypwzeo9hBaYyHzaTy6tL5ihkm1/+4pfYhMj11Zowefx4g/EvKLSrYo8F5hikG1CT6bLHziPFQdMoydmtgkZkzA64eSPvvSsBSDgtdRpNwql4q3CXUMXTKNFjKCmJXHkRijG0JlJQJWE0h/bdp9kr4fD5F7KowYYgyjK5kiYKZIrVaiWkiSCILzTTOAkevWLQc0xM0Vcue4NSosxSapylq+qLn4Pk6pX4ESCWSPFCxJBMwhlpz+w3a6cdutdcPLvg6cdPOXtwVyaxjFSypyROPK5HXLfkdHmE1oWs5W/nXEgZxvES26xYX49MPvD02ZrtGLGuZbFaCjd+yVgtfzcV6g1tsf0C1w04oxk3IyFkFssjshHA5WazISvLdrch5SQKtCCspiEyeYvr4Xz2+KdP+fD5Jca/xawDiwbKFLEElDVY3YASmu6oFefrDRh4dn3N46fPeHp1RUpKxBgAp0A7S9d1JNMdPreu8rCbrqUArspsG2tRWgpP1+uRtqutr+grYaO883viE4n+rITfKaCVFoRLlfaSmEnJaekEeJVjFRrZs9Magz7038UhYphQWnOx2bL1MycnZ5zevcNYBBU5zzL0pHNlGlLICW9ylfFWNS3jh1ty9ftci3R1OoesBQOyR9ZZ9qLlBVUkjBdsrpAoasIhrJfJh3IYhNKAKRmKPiD6RMf+FT/hSy7ijFXzfbPbEnOm73uWw5LeteQcpOdcAqlIhqO1ZpomjDGElNB1Dj5RmOcRbXS9eRTRRy6uLgg+Hnb8Pf11ytKuU1YII0OKmMZgtBVOuZToho6xaXj86DEP7Busr7YUp0R0IBSssizunaFdj+0cMYuSbcjSrtPawJyYxy0X5+c8PV+jTE9jGlarFaEIC45SsNuuKdphjGPRdxhjsW3HHCNhHul1w7AQlpddKEy7GT/viMVQVKbpGmHxmTK6SHVYSChh2fWMIfHseqQftvTOMV1FcpywJPKRYrVqmLxnqiQPXT+wnT3vvvceHz59SiwySBSDx2glMl/O0bSWoBvU4RQNzPNMU5F7XdtLFFGkqGesRivFuB2l29IMMjUZ4uHeMMWga9qUQ5JR2Vo00Em8S1MVoNUNrTZaobISrENjZaqx1heKEiWYqKT1NqbI3bfepOkHsrOkkhmnwOw9JXhM5RHUxhB0JhXBBRwAPPvY+lPQL3sGGlVPdIWc+HseO11z9f1XVfLB8Q8bAAkRN8sCUiKjq8ODQu9JN0A2i1d9PDaXzO4WfVXbthSlWPQLqOOxewSVSom5ylBRCtud3Cxd2xBUYTPumJTC1GKe4PRnxp307ynyQe2dfp5n6SXnjK3oqqETgcZSRON7uRrwc2C1POb86oIPHj1iZVaiy2YVrhhZq3Mo04CWKrePc+XF0xStuV5v+fjJM7YXCesGlkcnjF6YaJTSdJ2T9psyYCzWNWjXIUquIz7B8dmKogy+yKz61dWW7bTGtR051hkCY5i2E33TYbOuM9oGryYpLCXD//3bX+ejN3+XL735FqerBTpHrI6UcoKZekY/s7vwbP3Ms8sN51cf8dHHT6DCarWVIl3fDTR1sMm2AwqHdu3h83HWMgziyFYZSkpMYZboKhUKiaZpub5esxhWUAw5pdq6Eh46oafKpCjIRmETrxVYxNlV9SgpoAl3HUr6+WrfA0M2+VwfSmvOL86598abGNPQtj05F+bZU3IgpoBKYS8nL+nLvgh4i3fxk6a4BbGvQDC9h89SDt/LTlV9AFEpMp8x2ro3rUqtJcgobiJjbm92n8GO/Uo4fCmFkCaatsMaJ9BG7UQzbA5YawmTJ4dISIHx+hrVNDjboBZLlDU4pRk6x9w4pnmmAONW2FjDnCgZ+k42jd1ux3bcHXL8HAvGVRSdLlAy2iiytiir8FOia1saYxneWPHRh48ozzJNcPRNQ9utRDfN9oRiCSEzzpmSNWjDerfj8dNHPPnuNW03cPfsDtp1QvvcOJTN+KiZ/UwpQv7onKPre643MxnFsDjiqB2YK1HjGDznl8/ZbT3tsCLGyGp1yuQDV+eiHtN1LboIieesZubc4idPIHA1TfzuP/s233n3+5T4f7Lo/jEni5bO/iZ/9fKXmdeR65D58GLNu3/0Ae/+0Xtsr3bkrLHK4GyLTYlltxIe/25FNJY2g0bT9B2rrj/chI3SbKeRsJfpOoTultln2m5JKoA2uH54gZM95kz0GaUaCWkP02DyHKWbw/MyoI3BGoc1+sCTSJZ5AB8iFxcXTOPE3Tfv8TNf/FnsYgna4H0SFOdFYNxeUeJOKMhNJinYj6ALEWaF7OYbyqm9/6YiJBZaKemwJMhIu1JbcdS90Io2FbGHtPVSUZAKPkUaJZ0OVTKZSGQ6+AtGpu/S/l8XkQiX9+wVD+kBuq6jcR0xpBf6p10j+fQ4jsKnpgpuOQihArYOIohyjNEanRKTUoTa3rkt0TROoyD2QsA40amDWq3V8hxjDVkLj1lImZQKy0bIJ9qmJSiJDi4uLvjqw6+geyWAh4oMK0U04/cyWZeXl7z/Rx9SbMudO3fIRTjgTdFY2+JTYZ4mQhGZ7L5f0PRLociuU2hN11NcU6WSNOeXV2yu5bUtFguy0rRtV8kZZQBlsVjQaNGt95MnjzNFy3tl2wZQxCJKueN8zXY38vT8ktZY7G/8X7z91tucbycePX3MkyfnXF9PON0IFp10mGrsug5jTGW1VSxcI+G6MQeCx1xqyl0/h72GuwhBiKlbeTsI82qqJJExxltTbeWAZ9W3PtuiBUW3J9owFSbra9GPDD5Gzi8v0cbw4I03GFZLcu2alKwqtHtinraE4IkpHtIAtY+ZC4d1lsNaXnSwGwDRD4+m3+ahO6QY3BBe/GnbK+HwWmuW/SCTSkWEBlJK+MqCA+CniXmeWawWByrrHGXWXBlhUJm9l7yrFGIVrwAYx/EgQ9W2Lc45qLnnPofPFaHljCDZdGPomxacptOuFo001iju3bvHh48+5Onz57zzlS8REBVSHxXKSnFoN215/PSC648nWuew/YJsZOzVKRmQiUnorfZpTKMdxthaW8g441gul4SUxSGU5uryiuurNcVJDt80IpqRciZnDuSdzjo0GuMSJhWMczBHKWBpQ9sv8dsZqw3KduTomacNm9nzjT/8Pt//4DnbELjezsxzROmGeY4sBxk26bqOtm05OTnBWstiuZIBpZQFhy8fLCVnfIyM81xlwTLamJsW1S3LCqinpuDUywsOAvJ7rfZyXvIHAgXUTVv3cMBVOtiQEn72bLYbMvDgwQOssZhGJvBEI77m4ymRgqdk0YmvSxJa6VvrPGwEn3I/33b4H70ZlD9Zh1c3cfxnJQWvhMNTYJ4mFIaUci3uCM9bCHUckczqaIFtrIAtcqHtB+Yp0O4n7UI8UAcnLw6/b/VYa7H65uVmymEwQphIJNeKMWJ7h20bdOMkR1cWqGq0KZONjN3+4Ac/4P70ADus2E4zsy+gM+Ps+d73vsdmDByf3KFfLLna1bYZNa9LdeDEWknnmoZ2WLFej4ybDcvVCdR1pxCZQ2A3j2yvhcVn7/AKwfLvNlsSVhh+KvmcKoJepGIZ+r5n6AZIMI4BO/TYorGuxRrD1dU583YkpsTV1jPlxDZkrGlRFBolooquVQyV4qppGhaLBShNDCLJXNLNzbznGVytVgeJq8bVSr7moBlYakQkwJ0sXZlae0gp1bRZorj9e2fQUqy1FnLGNo45BvrFok5JamJOhBi5vL6maRruPjzB9R3OOnxMFCXUWSLfvWGctkzTDkq8qXYrKebGGGX4yNxAW8qnnPAHPbgakVFhtTJFlw+juFKpvylQxhixn3D6/XuoboF29tHjCw70GWozt+2VcPhShJZa1x7s9fW1QDRLobGixuKFqxplJQTLBaZ5JuWCqr1QrbUcGlX8cF9FPRQzblmM8ZDDay2EDNpplFU0Q0uxQiiUUqIYU3dgdcjTlssl2zTx7nvf42e/9i9ztd3gmgVPnzzhg0cfEQM8vH8f1y2IIXF2csKVzxQ0UwhY2xJyldhyDmzDZrNBa8dqNbBYLkVWGiksrucoBT1TZZS6gYzCz5lxmoRLIEkluTGWHDIpZoqcf6KC4yDHTIkF61pizKgsOX6MkVP3gHgUKTHBHPjo+TPSJJJeRResNtjWMXQDx6enNE3D7CPb7ZauH+oGVm7420pB5Yyq730xmhxr50QLdbYMGBYhxdh/dkEoqqgQ4k/aC0IlSh3ydu0sy65l8p6Y5P+9GLfM80zbdyxWK/q2wzWNiEQqTSk3fytGT45B2nyf4j97R/4szrhPv7/34X8lxMj1JlKfPbv+Y9lPlMPnQo5RWmA+Mo0TFCm49K2VynNOFK3xKlNyJmlFTqIVtg/75zDjJ9EJC34+KH1+aiVViWCkc+5GEKA6vDKapAo5JxKJKUwYDVkLLbZzjqwVp3fv8P7HH/D0t3+L9viE8yffYfedyP37D7Guw1hHidJh2M1RJrVyomkHbNuzcD2jT+y8x5rCarUCLKbpycimtJs80zTjQ8bYlqPFETHDZpRevrM9xlj6rqdXjqI0cXaEpMkqoayh0QZjHGEKB4dPwTP0PaY4Zh+wztDYVuSylSL5QHv3jA8++IB5nIXYw2hOjo85W96h7fuqgKMO4BhrLEGpwwkPlU557/A5427h5RvTVC32xFj2c+VSlDTGEEKUEB7I+38HaL2XEa+btbWYRjgAQi3c+Ri4uLhALwbu3LvH0A2H/zeUQswJ13T4mJjGke04sdvt8Lud8BioFw+IXEEuIpwhKLubJvxn3Nv7kH3/3M8hT/8seyUcPpfMNEd0EeRb23ZClqClpRWS6H8Z20g0kCMoTc7QaMU0iwzVmGZSDMSchGa46sjvFUFvm7YiTNG0rQhTatjDH/08U6yq7Z4ijLhao40iloI1hnEacYPji1/8Ir//7e8yKIvRli+/8yVRVXU9MSnACibciDBm2w2EBMo2bGeRibqzOAM7ULRjnCNJR7bbmXmdCFWYrO97bL8kFE30IrShanHy+PSEjMV1C3xMzJebSi8t8s/KGsY4S3hvpDJs+o7dbmL2I8a0QjJRMQO21iFcsjx8+JDkI9F7GgV3jk+wqiXlwlzXsFwu0UgLzXTmhxx+f8LFGIn1dNdas6cWB+iVEcBMFiad2/9uD6+FGs4qKLEKVmiFdUbC7CxUVD4Grq83GOc4PTtjuVxSUmEYBsZxvBUZ1DQiZOIc5XXGiFE/TBK1B3jtnVezrx9+tsfvHf5w39U23Q/Nx/Oj947yx9kkbj/pVReT/PkMvz0V+sZyvDyh6IxpG+YcMUrGJrPKB0csGazuUKqwnWWMcQpe+MwSoCzK3bR1UkqCtFK68tmLwGPQhVFDKQpbVWTjPOMRgIeo1bjDyGm2iBhF16Jre+nRRx+js6GzPaoRqunGNMwxk4oiFU9xcnMXFbG2oJMil8CyawgohmVLyBmfZkIYmYJinLLw2mnDwrXskmDD19OI9xGnHbmA7QehAFOaaZ6ZfCBsI0oX2sqnH1LGuAZtNTpkGmfYbbaYYtFtS8wF7URlxaGxWVGMY2kzd+4cEX3k6uqKru3olgvmKUpInDIuiwhmY5tDHWTfcrqR2a6Ixlpxzznji0yS2QKhOo7Pwtk3I60trbWA1OINzdn+M8UatHHYxlaoamI7TTy/uiSjMF3P6uiEpu1k5t1YfIgUFEobqaCrBCmT5kAZI2mXIApYaq+Lt2+9UUrdZPdadTczt1rfSEMrrWofvgKecrklNlFTnSzoz0LBWdE6VCi0teQUUErky1IpRETR+JO7wYsHmPiEwH9FIu1H2Svh8Psqedd1HC2XxBJqvqdodFN1vOSkC6TDB59SuhGZzDf5+J4SKaZ4COmF010qucpoYR3VBWWtMOWURKrh5bAaMI2RQRSryCofvp984vr6msurS9bTlmIVX/jCF8imIRcrE2xaRAug8u9Zh1Ua9n1pJBVxwxFjLJjOEEshRkG2KS34cmMberuUDWQ7s5vnQxGs75doYymmZfTCYZeVqxRhjaQmwUi7CWHjaUxDLh4VZV3NokXbhu0oEOW+6zCpkH2gbTuMiTjj8HiOj49pG5nO8/PusI5OW5y5cXjb2APwo5QbvYH9Cbmvp+wRb8DNWGzw+BgpVeRBlSIwXKVJ+mbkdU9E2VjZxLKSTWUcR9q2pV8s6RcrnGsxrrb70k0BUS5wKBR67w/t2n2hsPzzYvVX2JxzP/J36sctQPxpmFJqDXz7Za/jx7S7wLOXvYgf016v+fOxV2HNXyql3PvkxVfihAe+XUr5xZe9iB/HlFL/z+s1/+nb6zX/ydqfVFPgtb221/YTYK8d/rW9tp8ie1Uc/r992Qv4/2Gv1/z52Os1/wnaK1G0e22v7bV9PvaqnPCv7bW9ts/BXrrDK6V+WSn1baXUd5VSf/dlr2dvSqn/Xin1RCn1zVvXzpRS/0gp9Z369bReV0qp/7K+hm8opX7hJaz3C0qp31RKfUsp9QdKqb/zE7DmTin1W0qp36tr/s/q9S8rpf5JXfP/opRq6vW2/vzd+vt3Pu8131q7UUp9XSn1az8pa4aX7PBKuJD+K+CvAn8O+BtKqT/3Mtd0y/4H4Jc/ce3vAr9eSvkq8Ov1Z5D1f7U+/n3gv/6c1njbIvAflVK+BvwS8B/U9/JVXvMM/JVSyl8A/iLwy0qpXwL+c+Dv1TVfAL9Sn/8rwEUp5SvA36vPe1n2d4Bv3fr5J2HNn5jL/ZwfwF8C/uGtn38V+NWXuaZPrO8d4Ju3fv428Eb9/g0EPwDw3wB/49Oe9xLX/n8A//ZPypqBAfinwL+KgFbsJ+8R4B8Cf6l+b+vz1EtY69vI5vlXgF9DMLav9Jr3j5cd0r8F/ODWzx/Ua6+qPSilfARQv96v11+p11HDxp8H/gmv+JpraPy7wBPgHwHvApellP2g+O11HdZcf38F3Pl8VwzA3wf+Y27Y4+7w6q8ZePk5/KcShnzuq/gXt1fmdSillsD/BvyHpZTrz3rqp1z73NdcSkmllL+InJr/CvC1T3ta/frS16yU+neAJ6WU37l9+VOe+sqs+ba9bIf/APjCrZ/fBh69pLX8cexjpdQbAPXrk3r9lXgdSimHOPv/WEr53+vlV3rNeyulXAL/GKk/nCil9rDv2+s6rLn+/hg4/3xXyr8G/LtKqfeA/xkJ6/8+r/aaD/ayHf63ga/WCmcD/HvAP3jJa/os+wfA367f/20kT95f/1u18v1LwNU+jP68TMm85H8HfKuU8l/c+tWrvOZ7SqmT+n0P/FtIIew3gb/+I9a8fy1/HfiNUpPjz8tKKb9aSnm7lPIOcr/+Rinlb/IKr/kFe1nFg1sFkL8G/CGSu/0nL3s9t9b1PwEfAQHZpX8Fyb1+HfhO/XpWn6uQbsO7wO8Dv/gS1vuvI6HiN4DfrY+/9oqv+c8DX69r/ibwn9brPwP8FvBd4H8F2nq9qz9/t/7+Z17yPfKXgV/7SVrza6Tda3ttP0X2skP61/baXtvnaK8d/rW9tp8ie+3wr+21/RTZa4d/ba/tp8heO/xre20/Rfba4V/ba/spstcO/9pe20+RvXb41/bafors/wM/e2vRxgtokgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(np.uint8(superimposed_img))\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
